{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Scatter Plot Matrix"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "A function to conveniently plot stacked bar plots in matplotlib using pandas `DataFrame`s. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> from mlxtend.plotting import scatterplotmatrix"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Overview"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "A matplotlib convenience function for creating a scatterplot matrix."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### References\n",
    "\n",
    "- -"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Example 1 - Simple Scatter Plot Matrix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 16 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "from mlxtend.data import iris_data\n",
    "from mlxtend.plotting import scatterplotmatrix\n",
    "\n",
    "\n",
    "X, y = iris_data()\n",
    "scatterplotmatrix(X, figsize=(10, 8))\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Example 2 - Scatter Plot Matrix with Multiple Categories"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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1d79jgte6muAz/U4N49sOrHb3g7W6poiIiEijzLYZ5Onq04XZ3U3ANuD/VnGtNHBBLTcKIZgRz1d7PREREZGpQDPIIiIiIiJlNIMsIiIiIlJGCbKIiIiISBklyCIiIiIiZZQgi4iIiIiUUYIsIiIiIlJGCbKIiIiISBklyCIiIiIiZZQgi4iIiIiUUYIsIiIiIlJGCbKIiIiISBklyCIiIiIiZZQgi4iIiIiUUYIsIiIiIlIm0ugAKjF//nxfsWJFo8OQOnrssccOuvuCRsdRC/r+zj4z6fsrIjIbNSRBNrObgQ8BDjwFvN/dh090/IoVK9i4cWO9wpMpwMxeanQMtaLv7+wzk76/IiKzUd1LLMxsKfBnwGp3vwAIA++udxwiIiIiImNpVIlFBGgxswzQCvQ0KA4p2HJ4C907uunp76Ez3sma5WvomtfV6LBERERE6q7uCbK77zazW4EdwBBwn7vfN/o4M7sBuAFg+fLl9Q1yltlyeAsbnt5AIppgcdtikqkkG57ewNrz1ypJljGte2LduO/feNGNdYpERESk9k65xMLM5lXwM2ec8+cCbwNWAp1Am5m9d/Rx7r7e3Ve7++oFC7TWZTJ17+gmEU2QiCUIWYhELEEimqB7R3ejQxMRERGpu4nMIPcUfmycY8LAiaZ9Xw9sc/cDAGb2A+BK4JsTiEVqoKe/h8Vti0eMxaNxevpV+SIiIiKzz0QW6W1295e5+8oT/QCHxjl/B/BKM2s1MwPWAJsnErzURme8k/50/4ix/nQ/nfHOBkXUeGb2NTPbb2abysY+bWa7zeyJws+bGxmjiIiITI6JzCBfUc0x7v4rM/s+8GsgCzwOrJ9AHHVXyUK2Wh1TT2uWr+ELj3+BwwcPk8qmiEVizGuex02rbmpYTFPAN4D/BfzjqPHb3P3W+ocjIiIi9XLKM8jl/YrNbK6ZXWhmlxR/Rh9zgmt8yt3PcfcL3P197p469dDrq7iQLZlKjljItuXwlpof0wjuHnSlNsALr2cxd38QONzoOERERKT+JtzFwsw+A/wh8AJBakXh8XXVhzX1lC9kA0qP3Tu6S7O/lR6T8xxbjmyhL91He7Sdha0LRxxTb907ulnWvozz559fGkumkg2NaQr7UzP7A2Aj8F/c/chYB6kLy8nddv9zFR138xvOnuRIRERERqpmo5B3Ame6+9Xufk3hZ0YmxxAsZItH4yPGRi9kq+SYZw8/y9bDW0llU8Sb4qSyKbYe3sqzh5+d3A8wjkriFgC+CJwJXATsAf7uRAeqC4uIiMj0VU2CvAk4YTu3maaShWyVHNOX7iNkIWKRGGZGLBIjZCH60n2T+wHGoUV6lXH3fe6ec/c88A/A5Y2OSURERGqvmgT5c8DjZnavmd1Z/KlVYFPNmuVrSKaTJFNJ8p4nmUqSTCdZs3zNKR0Tb4qTJ08ql8LdSeVS5MkTb4qPddu6qCRuATNbUvbyeoJ/JIqIiMgMU81OehuAvwWeAvK1CWfq6prXxdrz147oPnH9qutH1OhWcsy5p51La6SV/UP7SzXIy+LLOKPjjEZ8rIrjnm3M7NvA1cB8M9sFfAq42swuIqi13w78ccMCFBERkUlTTYJ80N3//5pFMg10zeuqOmlcs3wNG57eQNfcLuLROP3p/ikxW1uLzzaTuPt7xhj+at0DERERkbqrpsTiMTP7nJldMbrN22xVSQu34mxtIpZg78BeErEEa89fq+RUREREZIqoZgb54sLjK8vGZmybt0qM1ebtSOoItzxyC0vjS0dsCqKEWERERGRqmnCC7O7X1DKQmaCnv4fFbYtLrw8OHWTr4a3kyHHpoktLM8qaMRYRERGZuiZcYmFmnzWzOWWv55rZX9cmrOlpdLu0bb3bCFmIec3zCFmIRCxBIpqge0d3A6MUERERkfFUU2LxJnf/y+ILdz9iZm8G/qr6sKan4gI8CDbaODR0iEgowsrEytIx8WiczYc2s+6JdaWOEcWyi3JbDm8Z0VVirGMqUavriIiIiMwW1SzSC5tZrPjCzFqA2DjHz3ijF+Cd1nIaq+asYn7r/NIxO5M76envGXchXyWL/SpRq+uIiIiIzCbVzCB/E+g2s68TLM77AEFv5FmtfAFeeYJabOn2/NHnWdi6kC1HtpT6IC9sXUj3ju7SeWMt9iuOn8rsb62uIyIiIjKbTHgG2d0/D/w1cC5wPvCZwpgUjNXSLRFLsG9gH6lsinhTnFQ2xdbDW3n28LOl83r6e4hHR+6sF4/G6envOaX71+o6IiIiIrNJNTPIuPs9wD01imVGGt3S7f33vJ+QhYhFgmqUWCRGOpemL91XOqYz3knyyDYSR3dBKgmxBP1zTqdz7srjrj+ezngnyVSyNHMM0J/upzPeWeWnEhEREZm5TnkG2cz+tRbHzFbxpjh58qRyKdydVC5FnjzxpmMzvWtazyDZs5Fkuo98NE4y3UeyZyNrWk9tO+o1y9eQTCdJppLkPU8ylZwSu/aJiIiITGUTmUF+tZndOc77Bpw3wXhmvHNPO5fWSCv7h/aXapCXxZdxRsex5Ldr95OsjZ9Dd/4oPblBOqPtXN+8jK7dT8LZ11V8r2KJR3kXi+tXXa/6YxEREZFxTCRBflsFx6QncN1ZodgKrmtuV2nhXjKdpGWwl/d/+3Xsy/SxKJPmqtYzoLnt2ImxNujdecr30659ciLrnlg37vs3XnRjnSIRERGZWk45QXb3n01GILPFWLO6i3LOd5//F9osyoJIGwdyKb40vI1LsnM5v62TZD7NhqObWDvnQpTqioiIiEyuqhbpyRj2boLNdwWzvR3L4Ny3wOILxj3lnu0/ps2itEeaAUiHo4RyKZ7IHuHAsNPuxkI3uuOtSpBFREREJlk1G4XIaHs3wcNfgKGjkFgaPD78hWC8YKzNO7Znkpgd+08x4DkyISNlEM/lSJmxtaWNzalDjfhUIiIiIrOKZpBPYEJbNG++C5rnQMuc4HXxcfNdpVnk7h3d5AYOsWXXL+nLDtIeaSWG0ZPrpS3tpHGGzCBkxCyCLegiBqRTfbyUfIn33/N+9g3uY1HrIt7d9W7euPKNk/dLEBEREZmFJjyDbGavMrP7zew5M3vRzLaZ2Yu1DK5RJrxFc+9OaE6MHGtOjFhct3n3I2zd/zipXIp4uIVULkUol6Uvn2cIJ4LhOBl32iwatILLpjiaOkrPQA99qT4WNC+gL9XH7b++nXu33TsJvwERERGR2auaGeSvAjcDjwG52oQzNUx4i+aOZUFZRXHmGGA4GYwX9Cd3ELIIsXBho5BwDHDi7rQQYgCnGaM5b4QYpj/TT3u0nXQ+TTwSpz3WDlB6/M6W72gWWSZu20Mnfm9UF4vb7n8OgFfuWM/O0PNjnrIrcSlXnHlazcITERFphGoS5F53/3HNIplCevp7WNy2eMRYRVs0n/uWoOYYgpnj4SQc2Q65Tvi/N0LHMtozw/SSI5U6SjSfIx0Kk8aZl4c3RzoAOEiWJ0iRzeW4etnV9Kf7eebQMyxvXz7idm1Nbewb3Ferjy0iIiIiTGwnvUvM7BLgATP7n2Z2RXGsMD7tdcY76U/3jxiraIvmxRfAlTcFM8jJ3ZBLAw7haGnR3jlDA6waHiTmTn8oRMydRdkcibyXLjOfCKtycFooyt6BvSRiCVYkVuDuI243kBlgUeuiWn3sGcvMXlXJ2BjHfM3M9pvZprKxeYXSoq2Fx7m1jldEREQaayI1yH9X+HkFsBr4bNnYrbULrXFqtkXzwS0QSwQJs4WgZQ5rclG2WZanyfICwWM2FGJuLk8yMxTcLzPEgOdYueDC0qWuXXEtA9kB+lJ95PN5+lJ9DGQHeHfXu2v86WekL1Q4Nto3gGtHjX0C6Hb3VUB34bWIiIjMIBPZKOQaADN7mbuPWJRnZi+rVWCNNOEtmott3prnBDPGuzbC4BGItUN8IQAPR7K8GImAQRjIG+xpivCacDtxIvRk+og2teJzVhJd0MW8aJxkKsmu9C7eefY7eXD3g6UuFn904R+p/ngcZnYFcCWwwMw+WvZWguDXPy53f9DMVowafhtwdeH5BuCnwH+tMlQRERGZQqqpQf4+MLqk4nvApVVcc8qoZIvm41rB7d3Odh/kO71b2XdkiEVtOd49OMwbn78/SJqbE3w7kqXFoCXcWrrOUD7Dj8M5fv/CtdDfw7b+3TRn0mx58b5SK7iFc1cx1H46X7/265P90WeSKBAn+J63l40ngXdM8JqL3H0PgLvvMbOFYx1kZjcANwAsX758rENERERkijrlBNnMzgHOBzrM7HfL3koAzbUKbKortoJLRBOlVnCf3f9zdluWOaEoC6yZvlCG25uzkErxxujpMNRLb3OedkLg+aDswvOEyHPEc6W2co/uepi+1CEWWTMdkVZSuRRb9z/OYC51XGcBObHCtug/M7NvuPtLdb73emA9wOrVq/0kh4uIiMgUMpEZ5C7gd4A5wFvKxvuAP6pFUNPBWK3gdlmGXD5HeyQOQLs7EOY77S28Md0PLR10hIYZIk+LhcCzYBEGCBENR0rX8swAYcIMmDPHjFg4Rtqd/uSORn3c6S5mZuuBFZR95939dRO41j4zW1KYPV4C7K9RjCIiIjJFTKQG+YfAD83sCnf/xSTENPn2bgp2t+vdGfQoPvctpZ3uirY8dzfdT3+TnqEDdLYsYM3576Xr7OtK7/f099AUauLRvY/Sl+6jPdrOgBkhsuzO9JE2J5pPEzPYE2vir+aeRme4lddnm/mXwRcgEiUWbieVS5HNpFh92rEFeTHPMwwMew4H0p4jbwbpAdbd8Z5STGeuWMMLlj613f5mp+8BXwK+QvU9u+8E1gK3FB5/WOX1REREZIqppgb5P5jZe0aN9QIbC0n01DR6Id3Q0eD1lTeVkuQtz93NhkdvJRFpY3HzaSTTfWx49FbWQilJjoaibNy3kXg0TrwpTiqXIpXLYBaiGWjK5xkOGQfMaXdjcaiFZD5NMjfI77WeyU+sn95ULx2xDs6Zdw5nzjmzFOL8pnY8M0DanH7P0G5NdOQy7M8Nk0z3sbj5NF4aOshdT32JCxddyrKFv1Xa7W/t+WuVJB8v6+5fPNWTzOzbBAvy5pvZLuBTBInxd83sg8AO4PdrGaiIiIg0XjUJcgw4h2B2DuD3gKeBD5rZNe7+kWqDq4nRs8X9+4PkuLjbXfFx812lBLn76W+SiLSRiAbruoqP3U9/89gssgFe+CF4bAo1kcqn6A8b7mEy+RzgzMllCR3eSsIiEIkRP/OV3PfqT5dCLNYzQ7AhycJ5q9i77zEuDs9lWfM8+jMDPJo7yFlNc0ux7LccYQ/x+P7HeSF1iPZoOwtbFp58t7/Z6S4zuxG4A0gVB9398HgnufvofwAWnWK/PxEREZlOqkmQzwJe5+5ZADP7InAf8AbgqRrEVr2xZotffABWvnbkcc2JIIEu6Bk6wOLmkdvlxpva6Bk6UHqdzqW5dPGlbE9uL5VYzGmew+Ghw5gZOQ/+kh9sJG1BIm0QJ0TP0MER1x7dVu6MRS/ndQsv44Xt3aVyis7hNpaV7e53IDdEn+XI5/N0Fmawtx7dymB2sDa/u5llbeHx42VjDsyItoQiIiJSW9UkyEuBNoKyCgrPO909Z2apE59WR5vvOn62uGUe7H0K2su2kh5OBrPLBZ0tC0im+0qztQD9mQGi0XbWPbGOnv4edvfvZmHLQi5bfFnpmB3JHcRDEVZmMpBLs9ucoZCRChE0PA5H6I9EiB7YOqKWuFjffNzM78UfKj1dd8d7RsSU9hx5d1pCUay4kC+bpj8zcgdAAXdf2egYREREZPqYyE56RZ8HnjCzr5vZN4DHgVvNrA34SS2Cq1rvzmB2uNzi34Khw8FssueDx+GjwUK9gjXnv5dkdoBkui/Y2S7dx650L/ta2kut2Ba2LuTJg0/yUu9Lpd32LDNMW2qAVD6Dh5toy+XI5XOEcnny4SaSuTQ7B/exv39XqZa4WN+85bm7x/0oo2MKO2TJ0dYyD3cnlU2R9zzt0fZxrzMbmdkfjPXT6LhERERkaprwDLK7f9XMfgRcTlCR+5fu3lN4++MnPhPMbA5BR4ELCP7U/YFJ6YjRsSxIgIszyACRZnjZNcFYsS6pT98QAAAgAElEQVT5kveN6GLRdfZ1rIURXSwWzj+LaHxxqRXbGYkzANg/uJ+mcBOd8U6uSucY8DD7w2H6cObkncXZLMOhPHujeTpDURal+4gSGr++eQyjY1rcFGdF+9kMR5pKJR7LEstKcckIl5U9byaoIf418I+NCUdERESmsmpKLCCYgT5QuM5ZZnaWuz9YwXl/D9zj7u8wsyjQerITJuTct7Dl/r+kO72XHs/SaRHWRBfT9YbPHtfWbbSus68bkbD+1c//innR+IhjllkzTf2H+evhFsi0sSWZZEMiThdh4hj92X6SOGsPH6KrKQvhCH/VkscjTTw6vI++QoeKFeH4iPrmSmLacngLGx77exLJfcTTQ/RnnGS4hTXLtX5sNHe/qfy1mXUA/9SgcERERGSKm3CJhZn9LfDvwCcJZow/DnysgvMSwFXAVwHcPe3uRycax3i2JF9igx8iibMYSOJs8ENsSZ76pmqd8U7602X1vf376d/5MJ35UGkBYFc6zdr+NAkPsddzJAiz9mgfXTkvdb2I5p3HIkbKc8SJkPIcj6X2E22Kn/DeY+lKZ1h7pJdELs/eSIRELs/aI710pTOn/NlmoUFgVaODEBERkampmhnktwNd7n6qC/JeRjDr/HUzeznwGPBhdx+oIpYxdT/9TRKxuSTaC+UMAOm+k5YzjGXN8jUjWrH173uKZCjM9YlVwZbRLXNg8UV07XqErnAbxOZC3z7IZoMyjsQSyKYgv5+U5xlIHSGHE8aIhMIwb8XIG55sM5PNd9EVP52u8vKRoaMj2tVJwMzu4lhDvjBwLvDdxkU08617Yt0J37tR26WLiMgUV80ivReBpgmcFwEuAb7o7hcDA8AnRh9kZjeY2UYz23jgwMnLD8bSM3SAeFPbiLHR7doqVWzFlogl2Duwl0RmmLVzLqArNvfYQUsvDhYBtnTAwD4IN8EZr4aOTkj1QVMzB1o6iOC4edBG2ZwIxoHhskn0Ynu6oaMjNzPZu+nYMWMtQBzVrk5KbgX+rvDzWeAqdz/uOyciIiIC1c0gDxJ0sehm5OYLf3aS83YBu9z9V4XX32eMBNnd1wPrAVavXu2j36/Eidq1dbYsmMjl6Epn6DrSC72HYci5t/+X3OJH2Wd5FnmId0eXsGLJxXQvXhFs/3zgBdaE5tCVWH7s/tu+S0sowsLYsT7Lfdlh+pM7jt1orPZ0xfHi7PBYCxBHtaurtc17erln0z52Hx1i6ZwWrr1gEecu6Zi0+9WKu//MzBZxbLHe1kbGIyIiIlNbNTPIdwKfAR4mKJMo/ozL3fcCO82s2PR3DfBMFXGc0Fjt2pLZAdac/95Tv9ioWd17c0lu5yB9nmMBIfrI8/nsbj539NelVnDJOaezof9ZtiR3lFrKteey5MPNpDyHAynPkTejPZ87dq9KZofPfUvQnm6cdnW1tHlPL+sf3EbvUIYlHc30DmVY/+A2Nu/pPfnJDWZm7wQeIdgW+p3Ar8zsHY2NSkRERKaqatq8bTCzFmC5u285xdNvAr5V6GDxIvD+icYxnrHatV1/8X8+5fpj4LhZ3e/4UdrcaAdwp91CHAwZO4cPcHmhFVxibrA/RffRXXQlDTqWcU5iJS35YfaTLXWxWBaOcUb5zn2VzA4vvgCuvGlknfKodnW1dM+mfXS0NNHRElTVFB/v2bRvOswifxK4zN33A5jZAoJe3d9vaFQiIiIyJU04QTaztxDUdkaBlWZ2EfD/uftbT3auuz8BrJ7ovU/F6HZtldpyeEtp6+fOeCdrDm2mKzoXtj8Ew0n2RXIsMAMMmpoByJMmk8/CE98Kao5j7cTnnklPbhAiQa3ympVvZsOz/0RXJk3cc/RbmGRTlDWXfvjYzc99SzBbDcHM8XAymB2+5H0jg1x8Qc0S4pOVT+w+OsSSjuYR57Q3R9h9dKjm95oEoWJyXHCI6v56IiIiIjNYNTXInybYJOSnECS9ZjYjtvTdcngLG57eQCKaCEolUkk2ZPawdt9TdDXNhVg7izIH6DNot2O/wlDeafI8ZIYhGodUf9AKrv10WHZ50Aqu5wnWZprpJkMP0IlxvZ1GV/kGH3WeHS6WT3S0NI0on7jhqpWlxHXpnBZ6hzKlmWOAvuEsS+e01Pxek+AeM7sX+Hbh9buAH03WzWaMBz434uUrdxyq6LRfvDD+cakDz004JBERkXqoJkHOunuvmZWPTWgx3VTTvaObRDZD4uBvIJUMds/LZumO5CkWTr87G+X2aAY8S1tmiAEgHHJO8xA/b3JSDBEL55ibD/Nn+7fB4I+D2eDBw3RlhunybGmWmfnR49uz1XB2+GQqKZ+49oJFrH9wGxDMHPcNZ+kdyvCuy06v+b1qxczOAha5+8fN7HeBVxN0pP4F8K2a3kxERERmjGr+zLzJzP4DEDazVWb2BYIFe9Nez4FniO95CrLDQQKbHSY+eJCe1jlBOUWqjzeG5/KRQWh354A57RjvTQ6y0IozrA75HEYecpngOplhOLw9mBUuzjJnhmHnr2D7zxv2eXcfHaK9eeS/lUaXT5y7pIMbrlpJR0sTe3qH6WhpmtCsbyX3qqHbgT4Ad/+Bu3/U3W8mmD2+fTJuKCIiItNfNTPINxEsfkoR/On6XoKuFlPfWJtwHHweHl0PfXvobMqQjLWRSPcFm3tEYvRbhM7BPogW+ioPHeaN4VbeGF0MK14DwLrN/8TpqWHOay0suEsPkPQc3W2tdFmhVjmfAbxUtxyM5eDoqe/uN5aJ1PdWWj5x7pKOk17rZPevValGhVa4+5OjB919o5mtmIwbioiIyPQ34Rlkdx9090+6+2XuvrrwfLiWwU2KsTbhuPtjcO9fwFAvtC1iTTJJcuggyXSSfLiJZC5N0tOsObovOCYaD8oj+g9A67Geyj3tC4jnMsGssDu4E8/n6Ym1BK8zw4CDG+SzwVg+C6FQ0KqtShNtxXbtBYvoHcrQO5Qh7156fu0Fi2p+/1rdq0LN47w3KRm5iIiITH+nPIM8atve41TSxaKhxtqE48j2IFFtCWY6u/LO2uQg3XGjp6mVzlCU6weO0mXNwTHDyaBkIhyDwQPAOQB0xuaRnBMikUuXds7rj7bRaREY7gtqkJvnBDPGoUhpdppIKyQWV/3RJlrfWyyfKJ/5fddlp59y+UQl96/VvSr0qJn9kbv/Q/mgmX2QCnp2T0mjFs6NcM1f1C+OKei2+ytb/HfzG86e5EhERGS6m0iJxa01j6KeencGM8flskNQ1o2CUISudJquo73QtipIZFMpaJtfKqegfz/s/CUMHAxmf4eTrKGVDYuXQGI58Wic/qMvkezZyPXxc6D99CCxzufh0NZjs8mZYQjn4LIbTvmj3P3kbjb8Ygf7ksMsSjQTMrhsxbwRx4xV33uiMojyJPXuJ3fzqTufKV177RXLue7CUb+3USptBVdJqUaNfAS4w8z+I8cS4tUErQmvr0cAIiIiMv2ccoLs7j+bjEDqZqxNOCItwQxyUbQNctmg30GqMPObWApNZX+Vjy+EBedB/x5I7oaOZXRd8j7WRpuO9U+eu5Lrl15N1+4nj9U7v+I/wa++DEe2BYl5pAXmrID5Z53Sx7j7yd3c8uMttMUiLIxHSQ5l6Dk6RHMkxMuXzS0dN7q+t5I2a2Nd+5YfB3vBjJck17m++KTcfR9wpZldAxRbgtzt7v/WkIBERERkWqhmkd70NNYmHHNXBIvkhnqD0olQFDwHy66EpRcHxxzZBliQXBfPC0fgTZ8f0Y6tC+ia1zXynuUblTzwOVhyIbzsqmNjQ0ePb/N2Eht+sYO2WKSsnCHEcDrLU7uTrJgfP2Ertns27SOXy/PMniT9w1nizREWt8dGlEGMde3i+HgJcq1awdWauz8APFCr65nZdoLuGDmCdod12fRGRERE6mP2JchjbcJx3a0juliQWAKX/iFkBso26vjvwfnVbt4xVolHcyIYPwX7ksMsjEdHjC1ojzGcHaKjpemE9b1P9/Sy6/AQsaYQ8ViYVCbHc/v6Gczkxr12eyzMvuT4azDrXF/caNe4+8FGByEiIiK1N/sSZBh7E47FF8AFb6/s3KK9m4IZ4fJ2cSdLmMcq8RhOBuOnYFGimQPJYVK5POlsnmgkRCwcYn48Nu55yeGgdKS5KQwEj6lsPhgvu3ZyKFOaOQboS+VYlBhZX1xJLbOIiIjIdDP7uljUSrFdXPOcY+3iHv5CMDs9XpI8VonH8NFgNvoUrDlnPn/f/TzRcJiWJmMwleNQNs1Z89uOa7NWXl/c0RKhdzDNcCZHLBIilc3j7nS0HPsqrL1ieanmuD0Wpi+VYyCV5abXnVk6pkFbRk8VDtxnZg582d3Xjz7AzG4AbgBYvnx5ncObWSrtTiEiIlIrs6+LRa2M1S6uOD5egjxWiccESjUG087lZ8xl64EB+lNZ4rEIHc0RIuHQuG3WzlvSQWtTmL3JFMnhDInmJlac1sqK+fHStYt1xuUdMm563Zkj6o/ruWX0FPQqd+8xs4XA/Wb2rLs/WH5AIWleD7B69eoZsQW7iIjIbDH7ulhUaqzd9sqT2Gpqiccq8ahAeUnDMz1Jls9rZunc1tJiu/29QxzsT/G9x3YykMrSFovw8qUJ+lPH6omvvWARt97by3Amh7sznMnRn8rRN5ziylu6S10o1l6xnO/+8RUnjKXSlm4zkbv3FB73m9kdwOXAg+OfJSIiItPFhHfSM7NVZvZ9M3vGzF4s/tQyuIYZa7e9h78QjBd1LAvKI8pNoJa4UqN3qcvkcvz8+UP0DqZLi+0O9KfYe3SYVCZPWzRMKpPnoa2HGExlRlwr78GEpmEAbDvQx7ce2cVgKkciFmYwlePvu5/nyz/besJ4ls5poa+sbhka29KtXsyszczai8+B3wY2jX+WiIiITCfVLNL7OvAp4DbgGuD9UMi46uVks7wTPa+S8okqaolPtLhtvGMO9A2PaM92dDBDOpvjhQP9hMyIhI1UJk8OSA6lyTuECv81Htl+mI997zcsndPCwb5hzjitjQtPP7ZI8CsPvQDutMWChXttMSAVlFj88WtXjfkZpmpLtzpYRLD5CAT/+/k/7n5PY0MSERGRWprwDDLQ4u7dgLn7S+7+aeB1tQmrApXM8k70vN6dQdJbbnT5RLGWuGVOsFFIy5yTL9Dj+Jng4uK2zXt6xz2m+9n9PLm7l1QmRzwWZjCdJZ2DbB7CIcMdcoVKV/fgJ5cP3k8OHrvOQ88fIpUdOfObzjk2qkq2pcnoHRo581yu2NKto6WJPb3DdLQ0zYoFeu7+oru/vPBzvrv/TaNjEhERkdqqZgZ52MxCwFYz+1NgN7CwNmFVYKKL5E503qNfDXbH690JR7azJXWE7ij05AbpDLeyJjSHro5R3QgmUEt8z6Z95PN5Nu9JlhbJLU7E+Ju7nuHFw4P0DmUwoGtRnFevCn6dHS1N4NA/nC21WsvkHAMiIWNeW1BjvPto0Ke4JRrMBA9n82RzDhghMzpampjb2sQzPX0s7DpWChENG9n8yAx5KOMjdsQbi1q6Nd66o08ee3HHe0a8d+OcC4Mn1/xFHSMSERGZ/qqZQf4I0Ar8GXAp8D5gbS2Cqkgls7yVnpcdhhcfKM0qb2lJsKF3E8nBAywONZNM97Gh/1m2LL2w6rCf2dPLs3v7GM7kaI9FGM7keGjrAR7edrhUA5zO5vjNrl4e236odF5rLEwqmystrssXElozcHeyuXypviWbdxzIFY6JRI79Zz53STtHBjP0DmXIu9M7lGHFaW1gxkAqRz6fZyCVI53LsfYKtScTERGR2WfCCbK7P+ru/UAS+DN3/113/2XtQjuJiS6SG+u8vU9By7xgNtlCdMeMROtCEpkhQul+EtF2Ep2r6R58qeqwe4eymBnNTeHSY3I4iwFtsTChUIhYJEzIjCd2HSu7SDQ30dnRQnNTmL5UluZomJamELFIiHTOiYRDRMNGUygoucjk8oRDRks0xJzWYzPBzU0RXn3WaSNKI25958v56OvPojUWJpnK0RoL8+E1Z52w/lhERERkJptwiYWZrSZYqFdc0d8LfMDdH6tRbOOb6CK5sc4bOgwrX1s6pCc3yOLW+ZDuh3OuAyDueXr6e6oOO9EcYeehAXYcHiCXd8IhI5uHiEHvUKY06wvOcCZP3p2+4Szz2qKE4sayea20N0d4atdRHn7hENl8nlQ2RzgUIhyCeDTKgvYY7bEwBwfS7EsOs2pBW+k6vUOZMWuFz13SoYRYREREhOpKLL4G3OjuK9x9BfAnBAlzfUxwkdyY573sGogc6+nbGW6lPzMAsWOlGP3pfjrjnVWH3RQKFr+5By0/Ch3XyBYW1oVDQb1wLgdNYSvN8v75tV187I1nl2Z+W6NhmiNGOBSi2DykuSnM2y5aTKKlif39aRa0N/PhNWdx0fJ5s2ohnYiIiEg1qlmk1+fuDxVfuPvPzayvBjFVboIbbhx3XrGzBUBzgjWhOWzI7oWF5xL3PP3pfpLpJNevur7qkHcdGSIcCtEaDRMOGbm8M5xJ4UA2nydiRtYdNwgbPLr9MDsSzZy9qI3rLlxaSm7f+eVf0Dm3bcRCut6hDJt6+sfd4ENmoQc+N/Z4+QK/Gjk9OfYfkHYlLq35vURERCZLNTPIj5jZl83sajN7rZmtA35qZpeY2SW1CrAuRs0qdyWWs/ayj5GYu5K9A3tJxBKsPX8tXfO6qr5VMpVl+bxmImEjncsTCRuJ5jCxsBENh0jnHcMIAeFwiIXxKMmhDLf8eAt3P7m7dJ19yWHaC32Li9pjYfYlh6uOUURERGQ2q2YG+aLC46dGjV8JOPXsiVwLo2aVuwo/tbYo0UxyKMPpc1tLYy/s7ycSCnHWonaSwxl2Hh7EMPJ5Z9uhQWKREE0hY8MvdnDdhUtL1znQN0w6myeVzROLhIhGQqU2cEWVbEoiIiIiIsdU08XimnF+pldyXEdrr1jOQCpYLJfP54N6ZMAJWq7Fo2GGUjmGs0Gf42jYyOby9KWy7Dg0ULrOmnPmsy85zEAqR1MIBlI59iWHWXPO/NIxlWxKIiIiIiIjTThBNrNFZvZVM/tx4fV5ZvbB2oU2M1134VI+8aau0kK6REsTl6+Yy6vPWkCipYmBdNCeLWyQB8yMSDhELg+h0LGdvAfTzmVnzKU1FmYw47TGwlx2xlwG08c2/Lhn0z46WproaGkqbRTS0dLEPZv2NeCTi4iIiEwP1ZRYfIOga8UnC6+fA/4Z+GqVMU26RpcdXHfh0lKpBMDHvvcblnQ0s3JBHIDkUNCeLZ3N4+6ksk4un2f5vPbSObuPDnHhsrlctHxeaSzvzu6jQyOOWdIxsuSivTky4hgRERERGamaBHm+u3/XzP4CwN2zZparUVyTplh20NHSNKLsoJHtz5bOaaF3KFPqSNE5t5W8O8nhLAPpHG2xCL+1NMHLl8094TkAfcNZls5pOaVjZAo6UdeJU7Suyi4Vo8/fGZr4P6zKu1vsH9XpYnSHi0sS7zrhdX6d/Odx7zPeuUW33f/cSY+p1M1vOLtm1xIRkamjmgR5wMxOI1iQh5m9Epjyxa3lZQdA6fGeTfsmJUEea7a6eL/i2NmL2vjJ5gNAMMO7uD3GS4cGWNrRgoUgFgkTDoVK5wJce8Ei1j+4rXROcROQd112+ikdIyIiIiIjVdPm7aPAncCZZvbvwD8CN9Ukqkm0++gQ7c0j/10wWWUHYy2S+/w9W7j13udGjP1k8wFef+6C0iYg8eYIZ8xrpTkaxgqbgOTdR1z73CUd3HDVyhFbRo+eBa/kGBEREREZacIzyO7+azN7LUE3NAO2uHumZpFNknqWHYw1W314IM1QOkd/KktyOEOiuYnFiRjP7Rso/bn2tvufIxoJH7cJyOhZ7nOXdJw02a3kGBERERE5ppouFr8PtLj708DbgX+eDhuEXHvBInqHMkGbNffS8/LyhVoZa7Y6OZxhT+8Qw5kc7bEIw5kcz+7t45my1mv1nOUWERERkZGqKbH4b+7eZ2avBt4IbAC+WJuwJk89yw6Wzmmhbzg7YmwwlSMWCdPcFMbMSo+9Q9lxz9PiOhEREZH6qGaRXrFjxXXAF939h2b26epDmnz1KjsYa5EcBvHmYOY4FgmRyubBIVE2Y6zFdbNEBd0qxupEsbPCvyQsq/AfVJVer15O1qlCRERkslUzg7zbzL4MvBP4kZnFqrzejDPWbPXrz1nIhUs7iDWF6U/liDWFOXtRnPM7tbhOREREZCqoZgb5ncC1wK3uftTMlgAfr01YM8fo2epiZ4vzliRGzA6ProHW4rqpy8yuBf4eCANfcfdbGhySiIiI1NCEZ3zdfdDdf+DuWwuv97j7fbULbWbS7PD0ZmZh4H8DbwLOA95jZuc1NioRERGppWpmkGWCNDs8rV0OPO/uLwKY2XeAtwHPNDQqERERqRnzURtQTEVmdgB4aZxD5gMH6xROLSnuEzvD3RdM8j1OmZm9A7jW3T9UeP0+4BXu/qejjrsBuKHwsgvYMsblput/f1DsJzMlv78iIlKZaTGDfLL/ozGzje6+ul7x1IrinpZsjLHj/pXp7uuB9eNeaBr/HhW7iIjMZOo6IXJqdgHLyl6fDvQ0KBYRERGZBEqQRU7No8AqM1tpZlHg3cCdDY5JREREamhalFhUYNw/ZU9hinuacfesmf0pcC9Bm7evFbZbn4jp/HtU7CIiMmNNi0V6IiIiIiL1ohILEREREZEySpBFRERERMpM6wTZzJaZ2QNmttnMnjazDzc6pkqYWbOZPWJmvynE/T8aHVOlzCxsZo+b2b82OpbpaLp+Z4um83e3SN9hERE5mem+SC8L/Bd3/7WZtQOPmdn97j7VdzVLAa9z934zawJ+bmY/dvdfNjqwCnwY2AwkGh3INDVdv7NF0/m7W6TvsIiIjGtazyC7+x53/3XheR/B/+ktbWxUJ+eB/sLLpsLPlF8taWanA9cBX2l0LNPVdP3OFk3X726RvsMiIlKJaZ0glzOzFcDFwK8aG0llCn/mfQLYD9zv7tMh7tuBPwfyjQ5kJphu39miafrdLdJ3WERETmpGJMhmFgf+BfiIuycbHU8l3D3n7hcR7MR2uZld0OiYxmNmvwPsd/fHGh3LTDAdv7NF0+27W6TvsIiIVGraJ8iFOsh/Ab7l7j9odDynyt2PAj8Frm1wKCfzKuCtZrYd+A7wOjP7ZmNDmp6m+3e2aBp9d4v0HRYRkYpM641CzMyADcBhd/9Io+OplJktADLuftTMWoD7gL9192mxqt7MrgY+5u6/0+hYppvp+p0tmu7f3SJ9h0VEZDzTfQb5VcD7CGaCnij8vLnRQVVgCfCAmT0JPEpQxzmtEgyZsOn6nS3Sd1dERGa8aT2DLCIiIiJSa9N9BllEREREpKaUIIuIiIiIlFGCLCIiIiJSRgmyiIiIiEgZJcgiIiIiImWUIE8SM7vazE65/ZWZdZrZ90/w3k/NbHXh+V+Wja8ws00VXPsbZrbNzP7TqcY1xrXeZWbPT+QzytSn76+IiMxmSpCnGHfvcfd3VHDoX578kDF93N2/NMFzS9z9n4EPVXsdmVn0/RURkZlg1ibIZtZmZneb2W/MbJOZvaswfqmZ/czMHjOze81sSWH8p2Z2u5k9XDj+8sL45YWxxwuPXSe574/M7MLC88fN7L8Xnn/GzD5UPptmZi1m9h0ze9LM/hloKYzfArQUNpn4VuHSYTP7BzN72szuK+xy9v/Ye/fwuO7y3vfzrjVXzU3WxZIsXxM7jolxQuJAEkJoYtiEDWlJL1zasgPlkKcnZ4em5wE2FM6mG3qalLIfaDlNaXZpcaGnKeUAJaUJpCbE4RKSOCSxE0fOxXdZkmVJc9Pc13v++M3II1myZN1Gsn+fPPPMzJq11rzjZ8V+1/v7vt93uj+DDhH5TvXP4FkRua76/S+KyN9Wf+c/ishbROSnIvJS7XdbGou9fu31a7FYLJaF44JNkIGbgV5VvVxVtwIPiYgf+DLwm6p6FfB3wP9dd0xEVa8D7qh+BvAicIOqvg7478CfTvO9u4E3iUgcKGMmqwFcDzw2Yd//HRhV1W3VOK4CUNVPADlVvUJVf6e67ybgr1T1MmAE+I0Z/Bn8JfCoql4OXAk8X92+EfgLYBtwKfDb1fg+yuwrf5b5xV6/9vq1WCwWywLha3QADWQv8AUR+TPg31T1MRHZCmwFHhYRABc4UXfMPwGo6m4RiYtIMxADdorIJkAB/zTf+xjwEeAg8H3grSLSBKxX1R4RWV+37w2YJABVfU7MeN+pOKiqz1Rf7wHWn2XfGjcB/6V6/gqQFJEV1XPtBRCR54FdqqoisneG57UsPPb6tdevxWKxWBaICzZBVtUDInIV8J+Bu0Xkh8B3gOdV9dqpDpvk/eeAR1T11mpy8ONpvvpJYDvwKvAw0AZ8GJMUzOQ7p6JQ97pCdTl7ltSfy6t773EBXzNLCXv9zvhc9vq1WCwWyzlzwUosRGQVZvn3G8AXMEu0PUC7iFxb3ccvIpfVHVbTeV4PJFU1CSSA49XPPzDd96pqETgKvBt4HFOR+yhnLk+DWc7+nep3bsUsGdcoVZfU58IuzDI4IuJWl80tywB7/QL2+rVYLBbLAnHBJsjAa4EnROQZ4FPAn1T/8f9N4M9E5FngGeC6umOGReRnwFeAD1W3fR5TwfspZkl7JjwG9KvqaPX1aiZPMP4aiFaXpj8OPFH32X3Ac3VNTrPhD4Abq0vPe4DLptnfsnSw16+9fi0Wi8WyQIjqTFdAL2xE5MfAR1X1qUbHMltE5GsYveqkPrWzON+vYP5M3jkf57MsHPb6nfR8v4K9fi0Wi8UyCRdyBflCJAl8TuZp0AJwLzA856gslplhr1+LxWKxLAq2gmyxWCwWi8VisdRhK8gWi8VisVgsFksdNkG2WCwWi8VisVjqsAmyxWKxWCwWi8VSh02QLRUyOI0AACAASURBVBaLxWKxWCyWOmyCbLFYLBaLxWKx1GETZIvFYrFYLBaLpQ6bIFssFovFYrFYLHXYBNlisVgsFovFYqnDJsgWi8VisVgsFksdNkG2WCwWi8VisVjqsAmyxWKxWCwWi8VSh02QLRaLxWKxWCyWOmyCbLFYLBaLxWKx1OFrdAAzoa2tTdevX9/oMCyLyJ49ewZVtb3RccwH9vq98LDXr2U5cz5dvxbLbGlIgiwifwj8b4ACe4EPqmp+qv3Xr1/PU089tVjhWZYAInK40THMF/b6vfCw169lOXM+Xb8Wy2xZ9ARZRLqBjwCvUdWciHwTeC/wtcWOxWJZyuw/keShff0cH8nR3Rzm5q0dbOlKNDosi8VisVjOexolsfABYREpAU1Ab4PisMwjPUM97Dqyi95ML6uiq9ixdgebWzY3Oqxlyf4TSe7bfZBE2E9XIkQyV+K+3Qe5/YYNNkm2WCwWi2WBWfQmPVU9DnwBOAKcAJKq+sOJ+4nI7SLylIg8dfLkycUO03KO9Az1sPP5naQKKTojnaQKKXY+v5OeoZ5Gh7YseWhfP4mwn0TYjyMy9vqhff2NDs1imTFffPhAo0OwWCyWWXHOCbKItMzg0XyW41cAvwZsAFYBERH53Yn7qep9qrpdVbe3t9tegaXOriO7iAfixINxHHGIB+PEA3F2HdnV6NCWJcdHcsRC4xd4YiEfx0dyDYrIYrFYLJYLh9lILHqrDznLPi6wdorP3gIcVNWTACLybeA64BuziMWyROjN9NIZ6Ry3LRqI0pux6pnZ0N0cJpkrkQj7x7al82W6m8MNjMpisVgslguD2Ugs9qvqRaq6YaoHcOosxx8BrhGRJhERYAewfzbBW5YOq6KryBQz47ZlihlWRVc1KKLlzc1bO0jmSiRzJTzVsdc3b+1odGgWi8VisZz3zKaCfO1c9lHVX4jIt4CngTLwS+C+WcRhaRCTNePtWLuDnc/vBEzlOFPMkCqm6Gjq4IMPfZD+0X46mjq4ofsGcpVcQxv5ROR7M9htSFU/sNCxTMWWrgS337BhnIvFe65ebRv0LBaLxWJZBM45Qa73K67qidfUn0dVnz6bp3F1n88AnznX77Y0nlozXjwQH9eMd9tlt3HbZbeNS5w7mjr45oFvEvFFaA+1c3L0JF959itc2XEll7VdNu7YRU6St2B8uKdCgL9apFjOYKK924euX28TY4vFYrFYFpFZ27yJyOeADwCvYAZ+UH2+ae5hWZYq9c14wNjzriO7uOOKO8YS3Z6hHu780Z1kihkqWsF1XIpekYAb4JXkK7y2/bXjjl3kBPlTqvro2XYQkf+xWMHUY+3dLBaLxWJpPHPxQX43cLGqFucrGMvSZybNeLUqc7qYJuKLUPEq9GX7qGiFkBsiW8pOeexioKrfnI99FoJ6ezdg7Pmhff02QbZYLBaLZZGYiw/yPmBKOzfL+clMmvFqVeZYIEbZK+M6Lj7HR0UrFCoFIv7IlMcuJiKyXUS+IyJPi8hzIrJXRJ5rSDBVrL2bxWKxWCyNZy4V5LuBX4rIPqBQ26iqvzrnqCxLlqma8W7ddOvYPrUq89aWrTze9ziUwef48DyPIkW2tm3FU2/SYxeZfwQ+BuwFvEYFUU+9vdtgJs/LA1kGMwVao0H2n0jaKrLFYrFYLIvAXBLkncCfsYSSC8vCs7ll8xnNeLduunWchnhVdBWpQoqNLRsB2De0j3QxTSKU4H2b3zfOxWLisYvMSVWdiaPFonHz1g7u232Q4WyBF/vSiAh+x6EzFrRaZIvFYrFYFom5JMiDqvqX8xaJ5byhvsp80YqLWBlZSaqYaoRbxXR8RkT+FtjF+FWQbzcqoJq922e+9wIVD1qifja2R2iPmYY9q0W2WCwWi2XhmUuCvEdE7ga+x/jk4uk5R2VZspzN5q2W/M6kyrxE+CBwKeDn9CqIAtMmyCLiAk8Bx1X1nXMJYqKt281bO1jb0sQbNrTgyOmBlVaLbLFYLBbL4jCXBPl11edr6rZZm7fznMls3oYLw9zzxD10R7vHDf9YggnxRC5X1dfO8tg/wEyAjM8lgKls3Zr8Dul82Y6atixLvvjwgUaHsCS595l7x72/44o7GhSJxWKZjlm7WKjqjZM8bHJ8ntOb6SUaiI69H8wN8tLQSwzlh8ZVlHuGehoY5Yx5XERec64Hichq4B3A3841gHpbN0dk7LWCHTVtsVgsFkuDmHWCLCJ/KiLNde9XiMifzE9YlqXKRJu3g8mDOOLQEmrBEYd4ME48EGfXkV0NjHLGXA88IyI952jz9iXg45ylOVVEbheRp0TkqZMnT055oqls3YoV5fYbNpAI+zmRzJMI+22DnsVisVgsi8RcJBZvV9U/qr1R1WER+c/Ap+celmUp0DPUM05HfHHiYgZHB9l9fDeeeoTdMKliingwzrb4trHjGjH8Y5bcfK4HiMg7gQFV3SMivzLVfqp6H3AfwPbt23Wq/ept3U6m87x8MstQpkhLNADAH771EuC0TvmrPzk0plO2ybLFYrFYLAvDXAaFuCISrL0RkTAQPMv+lmVErRkvVUjRGenkcOowX3r6S5zIniAgATzPY6Q4gohQrpTHHdvI4R/nSBcwpKqHVfUwMAR0TnPMG4FfFZFDwP3ATSLyjdkGcPPWDpK5EgdPZnj68AipXAnXga64sXXbfyI5plNO5krjdMr7TyRn+7UWi8VisVjOwlwS5G8Au0TkQyLye8DDGG9ky3lAfTPeUH6IXw78kmQhyTMnnyHoD7KheQPr4uvoinQRdIO8OPQinnqkCilSxRQ71u5o9E+YCX8N1I8FzFa3TYmqflJVV6vqeuC9wI9U9XdnG0DN1q0vXaDkeSTCfravX8H6tiiJsJ+H9vVPqVN+aF//bL/WYrFYLBbLWZi1xEJVP1/Va74FEOBzqvqDeYvM0lBq0/AGc4M8O/AsuXKOJl8Tw4VhhnJDBJwAYV+YTCXDVZ1XsXdwL33ZvqVs6TYZoqpj8gdV9URkLrKjWbGlKzGprVu+VObHPf0Mj5YQwO86RIM+2uMhVoR9/OJgbpw1nJVczI2JkqKaG8tU2y0Wi8Vy/jKnZEBVHwIemqdYLHOlbx/sfwCSRyGxBrbcAp1bZ3Wq2jS8g8mDBN0gYV+YYrlIwA0gCMOFYVzHJRaIEXSD3LT2puVoWfSqiHyE01XjO4BXZ3qwqv4Y+PF8BFKvRQY4mc7zkwODZEoVXBHS+RIiQrHiUfY8XugtsSoRHie5sE18s2cqf+83r34zjx579Ky+3xaLxWI5/zhniYWI/Nt87GOZZ/r2wc++DLkRiHeb55992WyfBTvW7iBVTHEqdwq/4yfii1D0ijQHmvHUI1PMkC/nWRleuZwkFRP5feA64DhwDHgDcHsjAqlpkWu2bs/3psgUK3TEgvgcwXEcXEcoVTyGskUEIehzrORinqiXFNW7sdzfc/+k25eJS4vFYrFYZslsKsjXi8j3zvK5AOfsLWuZI/sfgFAzhKvOe7Xn/Q/Mqopcm4Z3zxP3MJQfoiXUwob4BoaLw/Rl+6hohe5oN+sS65btkrOqDmB0xA2npkWuTdQrVZQVEZP4nsoWiYd85EoViuUKIg4b20OUT6tD7JS9OVKTFNUTDUTpH+3nqo6rzti+TFxaLBaLxTJLZpMg/9oM9inO4ryWuZA8airHNTIDMPgipPsA6Onexq7RwzPWV9a2xwIxUoUUK8MrWRNfQ6aYoSvStayXmEXk9qoN25z2mW+2dCXGJBJffPgA//zkYX55ZJSyZ+46w36H5qYAPtehomKn7M0jNUlRbUIkGDeWjqYOMsXMGduXg0uLiPwdULMl3Frd1gL8M7AeOAS8W1WHGxWjxWKxLFXOOUFW1UcXIhDLHEmsMbKKcLNJjo89YQZ/RzvpSR1hZ+8Pia/aTmfzumn1lfXbL1lxCWFfmJeHX2a0PMqW1i3LqQlvKj4hIoNn+Vwwo6QXNUGuJ50vMJAuomqC8YBsycPn89jSGePVwVE2d0TxVEnnyyRzJd5z9epGhbvs2bF2BzufNyY80UCUTDFDqpjivZvfy6PHHj1j+62bbm1kuDPla8D/A/xD3bZPALtU9R4R+UT1/X9rQGwWi8WypFn0jn3LArHlFqM5Bjj+FKT7wSuBu55d+ePEfRHiI8dgxYaxatj9PfezecVm4sE4g7lBDiYPcip3iqf6n+J1K183tl/EFyHoBjmRPcGW1i2N+oXzyaPALdPs8/BiBDIVDz0/QCTgUvaUUsVDFFQhX6pwxdoW3n31Gg70Z8dcLN5z9WrboDcHapKi+tWU2o3g+sT6SbcvdVR1t4isn7D514Bfqb7eiWkytQmyxWKxTMAmyOcLnVvhujvhya/C0KsQiEJ8FYhLb/oYndFVUEiN7V6vr6xZuQXdICuCKzgwcoCXhl4i4o+AwrMnnyXgBlDV86KLX1U/2Mjvr03Fm8qibf+JJCfTBRyUgM8lFgrgdx08zyNVqIxN13tHo37AMmcqWVHtMZGpti9TOlT1BICqnhCRlZPtJCK3U21YXbt27SKGt0x55O7x72/8ZGPisFgs84ZNkJcjZ7NzG+wBN4hZmAe8MqvKeVJDLxFvamPw1AEOlpIM5Ycoe2WOpo4ykBsg6AYJ+oKM5EcAOJo+ysHUQTz1AFNFXhNfM1ZV3nVk1/mUNCwatal4ibB/Uou22ucBVyh74KnRF8dCPoplHac7tpw7U9m5LecbvoVgpqPSLRaL5Xxl1pP0ROSNIvKwiBwQkVdF5KCIzNhD1jJLprJz2/dd85wdNNvLBRg+CMOH2JEvkhI47Pp45vjPSGcHcHG5OHExzw0+R2+6F7/jZyQ/Qv9oPwEJkPfylLWMh4eiZMoZ+rJ9DOYGbRf/HJhuKl7t8ytWN+N5UPY8UCWZK1GsVLjtWlvNmwtT2bldQLZt/SLSBVB9HmhwPBaLxbIkmUsF+avAHwJ7gMr8hGOZlqns3J68DzpeC5E2KOVhxVo49TJ4FTZ7TdzmtnKPz6Vcdmgt5tiw/g20hduIB+P8cuCXjBRHyJVzdDR10Dfah1Qr0IopHvkdP/lKnoPJgwScwLLo4l+KHB/J0ZUIjdtWs2j7/nPH+cdfHGa0WKFc9ih5arrzMOsBl6+OccMlk66IW2bIVHZuF9AN3/eA24B7qs//2thwLBaLZWkylwQ5qaoPzlsklpmRPAqOHw49BvkUhOIQboX+FyCXBNcHhbRJon0hUA+aWtjc9Xq6C69yVbAdp5iBcBsAa2JryJVzRP1Rnj/1PPFAnCPpIwCE3BCKUqwUcXEpe2VO5U6RiiybLv6zIiJB4Dcwlldj/y+o6mcX6jsnTswDI6HI5kvc82APhWKF0WIFmXBcLOiSylf4wg8O8NG3XWIb8mbJVHZu5+MNn4j8E6Yhr01EjgGfwSTG3xSRDwFHgN9qXIQWi8WydJnNJL0rReRK4BER+XMRuba2rbrdspC4QTj8U1MlDsZgdAhefQTEBV/APANoxdgeuEFY8waIrmSV20SmlIUJycGlLZdy22W30RJqYbgwTMAN4Hf8iAiOOATdICqKg0NruPV80mv+K6arvwxk6x4LxsSJebXXx4ZzRII+Kqo4wrgE2REoe0os5GMwU7AT8+ZAbUJkqpDCU49UIbXkJ0GKyBtnsm0iqvo+Ve1SVb+qrlbVr6rqKVXdoaqbqs9DCxO1xWKxLG9mU0H+nxPeb697rcBNsw/Hcs7kTFMd6sGpVyEQhmCzSZRXXw0ouAF6CqcYzI/waLEPvCjhg/9O3B9nRWgFH9n0EQA2xDfQl+2jOdDMYG6QQrmAYhJjcYSNiY184vWfOF+SY4DVqnrzYn7hxIl5NYu23//G06yMBqioEvQ55Eve2DFBnzO2PZUv2Yl5c+Bsdm5LmC8DE4sPk22zWCwWyzwxm0EhNwKIyEWqOq4pT0Qumq/ALFNQKcC6N8Kpl4zEopIHHBCBxFrInoR0L0Tb4Vf/EoCeZ/6BnUO/pOILEQq3kvXKDI0O4Y/4aZEWDiUPjQ0GuabrGnqGekgVU1S0gqL4HB9twTbam9ob+9vnn5+JyGtVde9ifmn9xLwaHfEQqVwJv+tQKHnU2wbkqsnyk4eGaQo4xMMBvv/c8XE+yBOt4pYFZ3NjmSETLdsuTlzMK8lXzrBwq2e52LaJyLXAdUC7iPyfdR/FAbcxUVkWmnufufeMbXdccUcDIrFYLmzmokH+FmdWMP4FuGoO57Scjb59MHzIOFVE2qDlYhg5DOU8SAgcB1ovMlrkcGIs2djVuZ74ihZ6hntIVAqsdIP0Z/vpG+2jb7SPPf172JjYiM/10ZvuJVVKkS/lCfgCvLHrjWxs2QhAqpA6L+zdRGQvZrXDB3yw6r5SwCgbVFW3LXZMt127lnse7MHvCpnC5K5aCmSLHunRPPc82MOVa5tZ2xo5wypuWVBzYwk1j3djue7OGSfJEy3bDqcO88ArD7CtbRtr4mvOBwu3ABDFXKexuu0p4DcbEpHFYrFcIJxzgiwilwKXAQkR+fW6j+JAaPKjLHOmllBEuyA3bCblndhrpuWJAA6MHDOVYxEInk6Uap376WKaqD/KUG6I/lGjY10RXMFgfpC9p/bS7G8mVUrhiIOHR7Fc5PG+xwHY2LLxfOr2f2ejA5jIO7Z1A/Df/r+9uAKVszjPHhsp0L2iib5UgfVt0bGGv4f29S+fBHkqN5b9D8w4Qa63bAMYGB0g4oswkBtgXWLdsvfsVtVHgUdF5GuqerjR8VgsFsuFxGwqyJsxCUYz48f1poEPz0dQlkmoTyhCcXj5YVMxFj+EWoAKFEehmIHVb4C2jWOH1jr3Y4EYhUqBgdwAguB3/Xh4OOIgKgwXhwm6QVzHOFYgEHAC7Bvax8aWjedNt38t2RCRr6vq++s/E5GvA++f9MAF5h3buvn8Dw4Q8Tu80JeZcr9ssYIjSipfGttWs4pbNiSPmspxPeU8vPj9GUsuJlq2pYtpIv4I6WKal4dfZt+pfWRLWfyOn4sTF58xMnoy+cUSJSgi93Gm24rt97BYLJYFYjYa5H8F/lVErlXVny9ATJbJmJhQlAvG7k0r4LoQaoVQCVLHoXcPPaUku/75V9lfSjLgKH1UUHEpeAVy5Rw+fPh9fipehYAToOyV8dSj4lXIV/LG/1ihUClQ0hKpQopjmWOsrKzk0z/59HJLMKbisvo3IuLSYIlQNOjj6NCo0XpMsY8rcGwoz9rWprFt6XyZ7ubwosQ4LyTWGFlFrXKcGTDuLMH4jCUXEy3bYoEY6UKaolfk8ROPE3ACBBwzIv3Pn/pzuiPdbGndshwn6P0L8BXgb7Ge8xaLxbIozHqSHvDbIvKXEx6fE5Ffm7foLKdJrDFNeZkBOPYEOK6xcfMFzef5FIwcAl+AnraL2Zl9icOpgxzXAtlynnwpTcUroqoIgoriOi6dkU7iwTgBJwBAUYsAONX/suUsFa9CsXpswA2MSzB6hnoa9Acye0TkkyKSBraJSKr6SGOmijV0cMK6ljCep4R8E52QDQK0RgN4KKWyN84q7uatHYsb7FzYcgvkR0wirB6ceNZs77ocxKmulDSblZMpmGjZtrJpJdlylpH8CH7x4zounnp0RDooV8ocyxxbrhP0yqr616r6hKruqT0aHZTFYrGcz8ylSS8IXIqpboAZuPA88CERuVFV75prcJY6ttwCuz4LJ54zThY4UMoCESgPQ7kI4RWw6a388+DPOOQKvSI4lVHUCRDGT8BT2qpSiYHRAVQVz/MYLY4yWhnFxaVCBQcHBFxcPEzi0RZuI+AExqp1y1nfqap3A3eLyN2q+slGx1NPU9DPmza18uzxFJV0gWKdGNkn0BEPsrolwoomH4eHcpxI5ses4paN/hhMVfi6O0+7WFSKxp0lWjcpMBQ3n03BRMu2dfF13LTmJj77+GdxxcV1XNrCbTT5m/DUo1QpjTt+GWnqHxCRO4DvYJpJAbAexgvII3ePf39jY/+amOhsYV0tLJaFZy4J8kbgJlUtA4jIXwM/BN4KLKpt1oWDmESimsCa5jw1772SqR6X0/xcczQ7tYEhSkpLxMRP0SuZZWc3wLVd1/JE3xMcyRwh4o+wvWU7Tw88XT0GRIWAP0BbqI2yls+rEb11A23+ZbLhNqr69GLGs/9Ekof29fOLVwfZ15uiVPHwuw7tsSAtTQGOj+RQhU2dMTa2R2iPhUjmSmzuTPCHb71kMUNdOEJxSB439oXpfnMTKC4kuqFvHz0B/1nt3N7/mveP3ajd33M/J0dPUvSK9I/2IwjZspn/8t2Xv0vACdDe1M7K8ErWJdY18lfPlNuqzx+r26aAtdW0WCyWBWIuCXI3EAGS1fcRYJWqVkSkMPVhlmmZzB92/wOwYj0U02aKXnYAEPCHwB8FrwjpE+w68h+sCAfIiUvB56Mk4KGktUirE6boFYkFYnREOrik5RI2r9g8Vg0+kjlCpphBUYJukIAbQFE6mjrOtxG9tWE3Icygm2cxtxzbgF8A1y9WIPtPJLlv90GGM3le6E1RqXgUy4rnVegrVjiVLeAgxMM+UrkSTx8e4ZKOKK7r8J6rVy9WmPPPRJu39AAc+ZlZBSnnwfPAK0PrJnp2383OFQni8bXGzi1ZtXNr38aa2Jl2bjd038BXnv0KATeAg0OqlKKsZVxccqUcBSmAQl+2j5vWLv0+N1Xd0OgYLBaL5UJjLhrkzwPPiMjfi8jXgF8CXxCRCPAf8xHcBUktcciNjG9W6nvOVNnaNpsEojgKbsBoj9O9ZqR0KUevK3SUPfpdwfEqptCMUkTB30S+nGdleCWponG1iAaiY1+9LraO0dIoxUoRn/jIlXKcHD3JDd03LMsRvVOhqjdWB94cBq5U1e2qehXwOuDlxYzloX39JMJ+XjqZJeBz8bkOfhdqw6YrFeheEaY9FiIR9lPyPPrSheXleTwZ9a4s4kB5FKKdUEgZbX0wYqrH5VF2MUo81T+mHx7IVe3cRgcm1RPnKjmuXHklYX+YbCWLz/UR9UWJBWOE/WE89ShqkW3t23gl+UqD/yCmR0T+y2SPRsdlsVgs5zOzriCr6ldF5N+B12P+Nf8jVa2tt39s6iMtZ2Uqf9jkUZMMR1fCmjcYm7d8GlCTSKeOg+NnVUX5id+lo6JkHQc8pez68Lt+8PnpjnazLrGOHWt3sOvIrnFV4bKWWdm0knQpTa6SI+KPsLVtK7lKbrmO6J2OS+un6KnqPhG5YjEDOD6SoysRIlMo0+R3GS2B33XwFAolpaTKSwNGHrAy6uemLR2UPZZ3cty3z9i5oRBKmJu+fAoCEXMdh6qNp5UyDL5EbyWGH+XJww5pUQZzg7SH2kkX0wyODnIwdZCTuZNkChmeOPEEh5KHiAajdEe7CbpBWkOtHEwdBIXuaDeqSqaUYU1szXKRCF1d9zoE7ACeBv6hMeFYLBbL+c9cJBZgKtAnq+fZKCIbVXX3dAeJSDPGsmgrRkv3e9YyrkryqLFvO/SYSRpCcWjdZAZ/5EfMPpE2WHMNvPqI2efUK0ZiIT52eEG+7fPhCXiOi+sp+CI0+5oIF3P81+Ekm50kdJZg7Q52Pr8TMHriU7lTRANRru++nramNgA89caSiOUyovcc2C8ifwt8A3Md/i6wfzED6G4Ok8yViAZ9FEoerkDZg3LFw5uw70CmxL8/28s7r+ie9FzLgtoKiRswleJS3riylApGNuT6ABdKOaNFDsYIiPCUUyGaPEo0sYYhcejN9tIabuXZk8/iqcdIbgRV5cDwAUSEkZxxskgVUvjEh098taL8mMxouUiEVPXO+vcikgC+3qBwLBaL5YJg1hILEfkz4KfApzAV448BH53h4X8BPKSqlwKXs8hJyZLGDRo/2FIegjHzfPinEOs0Xf/hZlNlq5Sq/XlutVlPjCdypUwI8BBKqmQdUC3jz48Q8JSdOkxP6gj87MtsLpa47bLbiAfj9GX7aA23sql501hyDMtaZzwTPohxXvkD4C7gheq2RePmrR0kcyU2tUcoliuoQsVTShOz4yqposfkBnDLhNoKSdflVTcWTLKcGzZ2b03toGUjIQLMde2Z/y8cH4yeIhFIUNEKI4URAm6AVDGFiBDwBca8j0WEVDFlJkXmBvE5PkJuiHQhPU5mtBwlQsAosKnRQVgsFsv5zFwqyO8CNqvqOTXkiUgcuAH4AICqFoHiHOI4/ykX4fgek1Ak1sA1d8CDHzdJs+MaDXK5BIUku3wlLiv6eNnvMiIQ9AXwKiVOoqyWEM8Xh7innOUTTZvZvP8BNt/4ybGqcM9QDzuf30mqkCIaiJIpZkgVU9y66dYG/wEsDKqaB75YfTSELV0Jbr9hAw/t6ydf9jgynKNQqnAqayzJaj4l9c+Fs82hXurUBt6IY6RCgz2QS5qbu4tugtygqRyXRsHfBI5DMdLOVb4mDpVTpMujNIfWsT6+nif6n6BYKVLRCl3RLgZGB/A7fkpaGnvvOi6JYILXd72ewdzg2Lj1msxoOayIiMgDnJ4b4wJbgG82LqKp+eLDB6bctqwdV87V9m2J2cRZLJZzZy4J8quAnzpfzhlyEUaW8fcicjmwB/gDVc3W7yQitwO3A6xdu3YOYS4zKgXjB3vqJSOfcNxqE1N+fNPe8GGTLDsOsApyQ6AevT6XNaUSEXH5UTiAigvlIhXXwRWHZnyc8vLsLB7jtlNZ6tOD81RnfAYi8k1VfbeI7GWSgXWqum2a40PAbowXuA/4lqp+5lzjqNm7HR/J0d0c5v3XruNAf5Yfvdg/liBPDM4RltfEvL598Ojn4cjPzaqHG4AVG8z0x+EjUEiaG0D14PiT0LKBnjWvY9dIiBcrWdKuy8nSCP7CAIFKhbTrcPzk81QEXMdlZXgl8WCc/mw/qWKKslfG5/ho8jWxIbGBkBvixaEX+cGhH+AXP1euvJK3bXgbryRf4esvfP2sEyF7vmjIkQAAIABJREFUhnqWymjqL9S9LgOHVfVYIwKxWCyWC4W5JMijGBeLXYw3r//IDL7zSuBOVf2FiPwF8Ang/6rfSVXvA+4D2L59+1lLZhMTjZu3dizfJiY3CId/DrlTxuaqXAAEmlZAdvD0IAURKKQhnIBgtPpIskqSpNrX0xaIsSHfT0Er9FeGyavHi6Vhyig+hIQ67IpEmfjP/XmoM56MP6g+v3OWxxcwHuAZEfEDPxGRB1X18ZmeoGbvlgj76UqEOHgyw7efPkYs6HBgIHvGqOna66DP4ZKOyCzDXmT69sH3Pwb9e83ERzdgXCqOPQHBZihljJ0bFXBDkBmgx+eys9JLxd/EMa+C47jkyzkGBDwHyuLhejkQkwQ/PfA0baE2erO9SPU/9ZTeTC+uuJwYPYGDQ8QXwcPjsd7H2DOwh2tWXTOpRVyN2mpKPBBv+GhqVX1URDo43az30qIGYLFYLBcgc7F5+x7wOeBnmCpw7TEdx4BjqvqL6vtvYRLmWVFLNJK5El0JM0Dhvt0H2X8iOf3BS42+fTDwIqSOmapaIWuWmsvVoQnHnjCjpkNxSKyDYsYsT3ueeS5m2BHsJOUIKa/Iel+cjFdixDF3MxUUB7NMv7eSZDej0wR0fqKqJ6ovdwABVT1c/5jB8aqqmepbf/VxTrqHmr1bIuzHEaEvXSAS9PHSwCiuI0SD7hla45VRP2/Z0sGB/uyk51xy7H8Ahg+CLwT+MPgCZkXE8UFhxNzkOY5JnH1+CMbY5eSJezCgBULxbmJq/mBDAhXHvA7gEsEh4DMDP07kThDyhQj5Q4Tc6rMvxPHscYISJBaI4ff5CfqCiAqj5dEpLeJq7Dqyi3ggviRGU4vIu4EngN8C3g38QkR+c9EDsVgslguIudi87RSRMLBWVXvO4bg+ETkqIpurx+3ANEfNivpEAxh7fmhf//KrIu9/oKozXl21bXMAn5FYaMVUlwd7TEKx4Xpo3wJP3gfpExDrghs+xuaT+7ktdYRd3gi9Osr2UAdHs2lEwEUwHgEuReBwbqDBP7jhrAd+V0TWYW7uHgMeU9VnpjtQRNzqMRuBv6q74at9flaJUM3erUYmXyYWdCmrEkTIl70xzXHQJ1QU3veG9XiqHB/JzfLnziOTDbPp3Dp+n+RRKOdA/JBPGmcKr27cswRA88bOrVIEx0dvNE6neqQ9JRqIQSFNxRMExdEyPiDmBFGvRLFSpKupi2OZY2xesRnHcRgtjTJcGCZfyjNaHkUdxRW37juh4lVIF9NjmwqVAj868qNxUoolNjnyU8DVqjoAICLtGK/5bzUiGIvFYrkQmHWCLCK3YLRxAWBD1T/2s6r6qzM4/E7gH0UkgNEyz9o5YGKiARAL+Xi+N8kXHz4wJru4pCPCgf5s42UYZ0sskkdNghxeAaOnzLJzKWseyWOQOgGu31SM31GVJa5/0+lztW2Eto1s/tmX2RxaC6E4PeljfJuXzdKzuKj48BwH8SqUKqWp47wAUNX/DlC90fswxonlS5hGqOmOrQBXVC0LvyMiW1V1X93nZ5UI1ezdajd00ZCZlOcKFMqKz5GxCnKhrIT8ZrEnnS83XoM8cQpeTRd/3Z3jk+TEGrPyUawO//AmXG/ldN0bAa/EqnKZlOSJ+cIUUkcJih8XRXHwISgK6lERl4AbIFvKEvaFyZayuI5LX7YPn+NDRHDFpVAp4Kv4CPmqf0eo0S7HAjEABnOD7OnbQzQQHSelCLkhMsXMUpkc6dSS4yqnmNvqn8VisVimYS5/yf4xZkjICEC16jajkaiq+kx1etk2VX2Xqg7PNoju5jDpfHnctsODWY4N58ZkFwdPZrjnwR4ODWYaK8OYckpeNa9KrDFV4pruuJA2UguAamKAejByGF7+0eTngjE7uJ6hHnYWjxF0gjjVnK+kJVQVv+OnJdyyuL9/iSEinxaRB4EfYirBHwXOaX6zqo4APwZuPpfjavZuyVwJT5XOWJBsoUwiaO5ZK57JqWuZdWuTf2z/m7d2nMtXzT8Tp+CFm837/Q+M32/LLUZa4XlnJsdnCEjML92RK5FyHFbikkdIeyWCau7Cm/AhQE5LVHwBAhIgW85y68W3ki1n6c/24+BQ8SqUvBJbVmzBdVyyxSylcolCuYCK0uRrYmXTSjz1eHHoRRC4tOXScVIKhKU0OfIhEfmBiHxARD4AfB/490YEYqnyyN3jHxaL5bxjLglyWVUnZpiL7j81MdFI5koc6M+wuSN6hr6zL1XAERmTZDy0r39xg61PLLKDpnmp95fGsq1vn0ko3KDRbeaGoZIHrSUW1bYtx2fsr568zyxN9++FngfNc6VsvqNzKz2X/zr3RF2e9zs0h1rx8HDFxS9+PPXw1ON9m9+3uL9/6fHrQCtmufrbwPfq9MlTIiLt1cpxrfr8FuDFc/nimr1bIuznRDLPhvYon3j7ZlY2h2mL+vE5gutA2O/Q3RzE9bkkwv6lMWI6edTo4OsJxc32ejq3Qtc2aKm7b3b8EIibxLq2gCU+QMAJsNmD22QF6zyH1YE4MXG5uO21XBfu5kZ/M68JtBEONuP3hWmPtHPXlXfx8Td8nLuuvAuAohYJ+AJc03kN16+5njeueiNhf5iiFhGEN616E3/0hj9iXXwdfdk+iuUiV3VcNc77OxqIUqwUx3mEx4PxRW/QE5GNIvJGVf0Y8DfANoxv/M+prk5YLBaLZWGYi4vFPhH5bcAVkU3ARzANe4tKvY9sTT6xpjXM2tbTnf41fWcqf7qKFQv5Fl/LWfOAzQzA0V+Y5qVwi0mWf/ZluOTtEIpBpMM04J2BGGeL3LCRXZx8AXzh0wNFTr4ApdGxDvxTuVOsCK6g5C+Rr+TJlXOUtYxPfPz+5b/PB1+7qDMxlhyqeqWIxIDrgbcC/0tE+lX1+mkO7QJ2VnXIDvBNVf23c/3+LV2JM5LdA/3ZcdILYOz9kvGRTawxKxa1MehgLAkTa06/r0mJTh6AYta4WCAQrCbHNZuOct5Umcs5qFTMsclj0BQELYA/AMBI20UczxwnXUrT3dTBeze/l7dteNvY19Ws2/YO7OWV1Cv8ov8X7Bvax8Xxi/ntLb/NHVfcMbZvz1APryRfASAWjDFaGt+sWpNS1BxdanZv09nCLQBfAv4IQFW/jbmJQ0S2Vz+7ZTGCsFgslguRuSTId2KaRwrAPwE/wLhaLDq1RKNm9/bKQIbnjiZpCri0x0OIQLpQGZd0NETLWUssBnuqnf0hyA4Zp4ojP4eef4fQCpNMaP14CE5rj1WNn2y5CKlekxyHW4zNW7lghoVUO/Bbw60UygWCviDdsW6CbpDNKzYTD8Yv+OQYQES2Am8C3gxsB45iGvXOiqo+B7xuIWK6eWsH9+0+CJibuHS+TDJX4j1Xn5PyY2HZcstpOU8obpLj/Ahc+X6zrSYlqpQBNdc3jmnEyw2fdrUYHTQj1IsZ8CpAhR7XZWfET8VxOCZlHCfA0cFnSTkuPjdAd7SbdCHNl57+EsC4JDnshnl64GkCboCwGyZXyvH0wNO8vuv1Y/tMtG8reSWeO/kcAGvia84YjtNgu7f11WttHKr6lIisX+gvt1gslguZWUssVHVUVT+lqldX9cSfqk4mawg1u7dDgxk8TxktVhgeLTGcyZMcLTGcLdAZD47JMBqi5dxyi0kksoPGiSI7ZKbgOT4oZKCYg+wpGDp4pmazUgLUJBLlXHWAiGsqx6nj5lzqQShBb6aXaCDKhsQGCpUChXIBv/gZyg8t5/G6C8GfATHgL4EtqnpjrXGvUUyUXiwZWUU9nVvHjz0PN49v0KtJiTInzHPLBggljDTIFwDUPK/aDsGISZYdF3DZFQkTVxjwOYRcPzGFFB7qlQj7wiSLSWLBGBFfhPt77h8X1u7ju2lvaifsD1PWMmF/mPamdnYf3z22z0T7tnXxdWxr38ZAbmBSKUWD7d5CZ/lsTnf3InJIRPaKyDMi8tRczmWxWCznI+dcQZ4w9vQMZuhiMe/U7N72n0iRaAoQC/sZSOUZzplKcXdziPVt0TEZxnuuXr34SUctsXjw4yZJLo1CfJWpoIkDgTAUq8u9TrVijAN4jA0adhyIrDQj1QIxKKbNMaUMrLkGWi9mVTRBqpCiLdzG5Ssv52DyIKdyp2gNtzZk0MFSRVXf0egYJmMy6cWSo3PrmbZuAPu+C0/9nakWV4oQbjda+kLa3MC1b4ZEt3FqiXcb/XxiDZx6GRw/vf4inU6QtAOO4zKoRfJirv5SbgAF0tmTxAIJToye4NM/+fSY7KF/tJ/2UDuOc/q+3/M8+kdP9xpMZt+2JrYGv+PnT67/kzN+ToPt3p4UkQ+r6v+q3ygiH2JmnvPTcaOqDs7DeSwWi+W8YzYSiy9Mv8vic3wkh9+FV05mUFU8hXyxTFnB7wqjxTKD2RL9qTxH4iEu6Yg0Jgnp3Apv/7xZgu79ZbXSNmCGJsS6YPAlQEyF2ctXK8V+k1y0bjLa40DEvO7fZ5axRUySXEjBllvYEfCz8/mdALSEWgg4AVKRlE2OLQvLvu/Cf3zGyIDcYHV147C52XN85loePmRuCDe82UgzQnGzn8/sv8qDlFRw8dFLmYA4KB4oZrw0UKRCX/EUUTc8TvYQ88fIlrLEgrGxkLKlLB1Np1eKVkVXkSqkZmzfdq77zzN3YSwEf4fTCfF2jKnHrYsRgMVisVyonHOCrKqPLkQgcyXoCj9/dQhXhFy5QqZQQRVCfodkrkRfskBXvEz3ijCpXIl7HjSzTd6xrXvxg51YSQ40mWpw0woYOXJaTuEPG21xPgs+B1rWm4EL0a7xLgKed7oJCjMu+rbLbmPXkV1jww9u3XSrTY4tC8uT90Egelp6IVUrN69UdV8Jmxs9xzTekR+B2Crof95sq6TY4cXY6StTFDFye8dBPA+tE4NVqgtYbqU8JnsA6I50s394PwARf4RsKUu2nOXD2z48duyOtTvGbh6jgegZmuOJnOv+84mq9gPXiciNQK1c/31V/dF8nB74oYgo8DdV3+4xpht0Y5mee0fq5OPP3Du/557kfPWNqBaLZe7MpUlvSVFraUuE/QxmCnhq3hfKHlp9nSqUWeM4JMLmX9udPz/SmAQZxleSvYpJEnJJaGqF3JCpujWvMwmFLwxv+R+w9V2nG6BOPGsanELNZrjI6tebqnPV5q3WgW+xLBrpE8aBxXGMfGLwAGONpv6weYRWmGu6UjA3ifsfMKsi+STEutgsym0U+RSnaHYcio6LQxkXIzSqiY5iuHh1Sq9oIEqmlOGuK+/i/p776R/tp6Opgw9v+/C4Rr5zvXlcCjebqvoI8Mg8n/aNqtorIiuBh0XkRVUdE2tPN+jGYrFYznfOmwS5WFGu3rCCVwdH0YHTYwiE6j+qAvlSZWz/WNClP9WwnkJDrZJcnyQ0rzWOFSOHjWSiOkKare8af8x3fh9Q0/zUdTlEV5rEY6IXreUMlqqOfllwtkmQsS5zkxdOGJmF4zNVZPGZ6zoQMXKK0qiRWjx+rznHjZ8ap2feDNz0zL1j0obv7v0aRa+C6zi41b7inFci7Jz+66sme1ifWM/VnVePJbPrE+vP+AnnevNYv38DLd/mFVXtrT4PiMh3MEOfdp/9KIvFYrlwOG8S5Nro3msvamXvsRFyJQ+ASjUNqij4a0u+GNu3jvjZmsQXiYnNTrUEJBg9MwGpP+bSd0zvRWuZiiWpo1/yTDdi+urbjQa5lINC0tyCKODzw/BhiHaY5Ngrw8rLzjqmul7acFnrVn5+cg+O59DtRsh5RZJU2Nq8BU+9MdnD61a+bkEt2Rps+TZviEgEM746XX39n4DPNjgsi8ViWVKcNy4WNf/YoUyBsudNsZfieR7pQoVsocydN128qDFOy3QJSD3TedFapmSp6uiXPPWTIOH0c1XWM7bK8fCnjSd3uBm6rzKSoeQx8xxfBS0boW3j5OeoUi9tyMRXcZ0Ix4cOkK7k6fDH+I11t5JrSoyTPdRbsgFjz7uO7JqXBHahz7+IdGCa/8D8G/D/qupDjQ3JYrFYlhbnjYtFzT/2M997Ac87LbGA+tfCQKZIRzzEnTdd3Dj98VRMl4DUUy/PqC13X/n+ya23LJNSnQB5N/Aa6jxnVfWihgXVSM4mn4DTkyDrmThium2juYadAHhFSB01leMtt5z29q6eo6cwzK7cUXrLWValKuwY6hmXaG4ultg8nOQHAy9yvzdE2h+ko3XjGVP0anz9ha+fYclWqBT40ZEfjSXSc5FENNjybd5Q1VcxI6stFovFMgXnjYsFmCR5bUsTzxwZGptaC6fL3Q7KppVRLltl7N2++PCBMV/km7d2zN32bboEYzpmkoDUM5UXrWWm/D3wGeCLwI3ABxl/b3XhMJPVi+lGTNfO4ZWrjaY+I7dwApD5Kax/k9HK50bocZSd6f3EnQCd6pDy+8fLFarn+oGO8qXSMSLq0F5S0u7ApFP04ExLtsHcIHv69hANROdFEtFgyzeLxWKxLCKznqQnIptE5Fsi8oKIvFp7zGdws2G0UKJYmeJDhWNDOZ45MsQ9D/ZwaDBDVyJEMlfivt0H2X8iOfsvriUHuZHxCUbfvpmfI7HGJBz1WF3xQhJW1V2AqOphVf1j4KYGx9QY6lcvxDHPoWazvUZtEmRuxDSE5kbM+y23jD+HGzDNea7PNOjlh884x67US8QdP3HPw6kUiHe8dvyEuuq57i8eJyI+Yr4QjusnVsxNOkUPjG45VUyRKqTw1OPFoRdB4NKWS+dlCt7E86cKKTuZ8hz44sMH+OLDBxodRmM4+Nj4R5V7n7n3jIfFYlkazKVJb8lU3/afSPLQvn6e703y05enHgxVVkiOFkgVSsRDfvpSBda3RUmE/YCZxjfrKvJU8ognv2qqZrWqcvsWOLl/8iqz1RUvNnkRcYCXROS/AseBlQ2OqTHMZPViOllP7RzqQXy1SYy9PHgC695orN2q5+j9yafoLJbGubBE1TstV6ieq384R7tU1S+ODyoFIv7IuOl4NSZashXLRa7quIq2praxfeYiiVgKlm8Wi8ViWRzmkiCHVXWXiIiqHgb+WEQewyTNi8b+E0nu232QSsXj2FCOfGmqBj1DX7pI0OfQnQiRypfGtsdCPo6P5GYfyGQJRjkPBx+FTW8zn516BZ69H7q3Q+tFZy5jW13xYnMX0AR8BPgcpnp8W0MjahRnk0+cTTrUtw8euRv6noO+vYyNRg9EjbVbKQ/+EPhCEK7qdzu3smrj284uV6jG0+GESXtFYhIw0g03eMZ0vHrqLdnurVrF1TNXSYT1F7dYLJYLg1lLLJhQfRORW2lA9e2hff0kwn760gWCfgeZpoYtQLFsnCziIf/Y9nS+THdzePaBTCaP6NsL4ZbTy9bpXpM4ZE5MvYzduRVu/CS8617zbJPjBUNVn1TVDJACPqKqv66qjzc6roYwlXyifcvU0qGarOjUKzB0yIyXzo+Ap5DqhXSf0SDHVo2XYjADuUI1nvcGuslqmXQ5j1cpkQ6EyZazvHfze6f9SVYSYbFYLJbZMpcEub76dhXwfhpQfTs+kiMW8pHJlwn6HJxpMmQRMzgkWyjTGQ/iqZLMlUjmSty8dfKq1IyYLMHIDZmk4tBj8OL3YfAlkxjXJ9Jna8Kbhp6hHu595l4+/ZNPc+8z99Iz1DP7+C9ARGS7iOwFngP2isizInJVo+NqCLXVi9qY6HCzeX9y/9Ta5JqsKN1rpuTFOoyNmyPVCY9FMx699eIzrAprcoV4ME5fto94MD6+ea4az9taXsNd/tXEfCFOhiLEIiu568q7JnWxmMi032GxWCwWyxTMWmKhqk8CVKvIH1HV9LxFdQ7UBoREQz4KpQoBVyh7Z5mMqhANunzi7Zs50J8dc7F4z9Wr5+ZiMZk8onMbDLwAwTgEY5AdNBPyWjacPm6WTXjny9CCBvN3wB2q+hiAiFyP0dZva0QwNS39vDqrnAuTuaI8fq8Ze37oMXOthuLQuun0TV2822wPxsz78AqjFe6+Co7vMe8nUpVsbE4eZXNiDWx57+QrJdV43gZMnw5PjpVEWCwWi2U2zDpBFpHtmGQiVn2fBH5PVffMU2wzojYgpDMW5EB/ZtouQdcV7rzpYi5qj3KgPzu/wUxMMB74w/Gfh5uhmIFSwVSZ59CEdx4NLWgk6VpyDKCqPxGRhtzo1bT0ibB/nLPK7TdsWNwkeSJu0CTHtZu8Uh4Oj7dsIxQ/rTUuF8BxzT7B+JmWcTDzYTgWy0LxyN3j39/4ycbEschM5pJxxxV3NCASi2XpMxeJRa36tl5V1wP/ByZhXlRqA0I2tEdZ3RKeVoMc8puffN/ugyRzpfmzeZuMSsF07/tDUEhDUwtcdKOxv6pfxp5FYtCb6SUaiI7bthyHFjSYJ0Tkb0TkV0TkzSJyL/BjEblSRK5czEBqWvpE2I8jMvb6oX1nujUsGWqyotgqozXOJaGcMzeAYNwpppJlnM1OzmKxWCyWBjMXF4slU33b0pVgS1eC/SeS/NZXTk25nwO0RoLs/PkR/tNrOsfs3ebF5m0yas4A6990eltuBDpeM+eKhR1aMC9cUX2e6LxyHWa+zKJ5Ih8fydGVCI3bNmdnlfmgdpN36qXTEovO146zbGP/A1DKQj4JwYSRX3S/wVSYa9Rr7c9lGI7FYrFYLA1gLgnyEyLyN8A/YZKJ91CtvgGo6tPzEN+MqS1RezpmNHUGIb+QzJXIlSrEQuN/+oIkIwvoa7xj7Q52Pr8TMJXjTDFDqpji1k23zvncFwqqemOjY6hR09LXbtZgHpxV5oOpbvLqLNvOWAF55G4YfBlO1emWo11mDPXY8c2QGYDBHqPNj7QZbfIkqyk9Qz3jvIfnMi7aYrFYLJaZMBeJxRXAJZjq2x8DWzCVt/8JfGHOkZ0jtSXq5iY/8bAP/4RfJsCKSBBPwXWEdL487vMFSUamcgaYB62l7dCfOyLSISJfFZEHq+9fIyIfakQsN2/tGHNTmTdnlflguul5k9G+BY4/ZSQXgah5Pv6U2V4736lX4Mjj5jPHNQn0JJMna82oqUJqXDOqdWyxWCwWy0IyFxeLhlXfJuv2ry1RX96d4JGeASoTjCwiAaFQ8vA8jw1tEZI5MyQkFvKRzpdJ5kq85+rV8x/sZBW2ecJ26M+Zr2F085+qvj8A/DPw1cUOpKalr7+u5+ysMh/MZnjNyf2w+mpj/5ZPQTgBK6sTJLe+y5zvwY+DVqBpBbRtPt3wt/+Bcee2zagWi8ViaQRzcbHoAP4UWKWqbxeR1wDXquqCJhdTdfuH/c5YVdhT86hntKg0BeDKtc1cvraFm7d2LL1kxLLYtKnqN0XkkwCqWhaRSqOCqWnplxznepOXPGqsDFsvPr1NvdM6486tsGK90TZL3VLPJFrk3kwvnZHOcdtsM6rFYrFYFpq5aJC/RgOqb/Xd/nC6wa5UrnD4VJYnDp6iXFF81X93XccBFFeEruYwK6KhMX/ZJZmMWBaTrIi0YjT0iMg1wDxbmVyAnG1s9bnsw//P3ruHx3VW9/6ftfdcNJqL5IssW7ZkO04iOxdDggNNQgPEcEgJacn5UZLTH5yQUnJ6eH7h0kIPUFp6Sk+TFtoGeBqoDxTcwtNwaUpJKQlUkNBACE5C4thxFN/im2xJtqSZkTT3vX5/7JnRzHgkja4zst5PnnlmZs+7915SXr9as961vssUoy4V/uaHL83qnA+96dIFsKYKlbJuM/18CVAp4Wbk2wyGuTGXHOTVqvpN8vVwqpoFFjz6VuicV0q4yUN/PIUlQianFILHtmXR7LXwWELGUdI5p/66soZG4veA7wJbROSnwD8Ad9fXpAuAWvKWa8xtNu2iDQaDwVAP5uIg1yX6tr41ULXALpbMksvlUHUNyjqQzjqMpXN4LIuVzT7+y2VrjXNsKJJXWnkdbnHp/wAuV9W9U50jIp0i8mMROSAi+0XkA4th65KiluLUGgtYTTGqwWAwGOrBXFIsKqNvbcDb58WqKSh0zoPyArtEOsuLfWN4LMjkNd4USOeUnGZZ39pUf0UAQ0MhIr8JPKyq+0XkE8DVIvJn00gUZoHfV9VnRCQMPC0iP1TVFxbF6HqTbxNdLNjbdsuUbaKnpMbcZlOMajAYDIbFZtYR5NlE3+aDQrV/S8DL6WiSloCXu27YzLmxNJZl4bEtfDZlLafXtwS4qmuFiR4bKvkjVY2LyGuBNwO7gS9MdYKqni440KoaBw4A66c654LhzD5Xii0xUt4mukKazWAwGAyGpc6sHeR89C2gqvuBtwHfWKz2vNvWtfChN13Ke167CYAvP/4ysUQGRx0yOcVn2zT7LJo8Qshv8xtXrSdVqftmMEzkzN8MfEFV/xXw1XqyiGwCrgKenHfLGhHTJtpgMBgMy4S5pFj8kap+qyT69hnc6Ntr5sWyaaiUewv6PIymMlgCWUfx2oLHYxHMp2HUvSOZoRE5le8G+UbgL0TET41fGkUkBPwz8EFVjVX5/C7gLoCurq75s7ieRE+YNtGGIrNRrlgU6qBIcf/Igm+ezphKVQuDwTAz5lKkN6fo21wplXuzRLi6qxURwWdbNPssbMtCFS5pCzZGRzJDI/IO4BHgJlUdAVYCH5nuJBHx4jrHX1fVB6uNUdVdqrpDVXe0tbXNp831o6XTlWIrpYo0m8FgMBgMS525RJBnHX2bDwqd8wpcujaCo8rTx0fw2RYIdLYGeGW+KYjJPzZUoqrjwIMl708Dp6c6R0QEV+v7gKr+9cJa2GBsu8XNOQY3cpyMudJsV7+rvnYZDAaDwTDPzMVBfgdwE/AZVR0RkXXUEH2bL9a3BogmMsVGIQDrWpv5f/P5yQbDAnE98C7geRF5Nn/s46r673W0aXGYTdtpQ0MiIjcBnwVs4Euqem+dTTIYDIaGYtYO8myib/PJZHJvt12zYbFMMCxDVPVxykVSlhczbTuh0n7GAAAgAElEQVRtaDhExAb+FngTcBLYIyLfXTZShQaDwVADi5YSMd9MJvdmUikMBoNhSl4NHFLVI6qaBh4AfqPONhkMBkNDMZcUi7qzbV2LcYgNBoNhZqwHSqVHTrJI6kMGg8GwVBDVxtcHFpFB4NgC32Y1cHaB7zFTGtEmWBy7NqrqBSH/sIznLzSmXct6/uY17N+sqr+Tf/8u4NWqenfJmKJMIdAN9C6wWY04Two0qm0LaVfDzl+DYbFYEhHkxfiHKiJPqeqOhb7PTGhEm6Bx7WpUluv8hca0qxFtWmROAqXafBuAvtIBqroL2LVYBjXy/5NGta1R7TIYLhSWbA6ywWAwGGbFHuASEdksIj7gduC7dbbJYDAYGoolEUE2GAwGw/ygqlkR+f9wm+TYwN+r6v46m2UwGAwNhXGQJ1i07cQZ0Ig2QePatZxp1P8njWhXI9q0qOR1uxtJu7uR/580qm2NapfBcEGwJIr0DAaDwWAwGAyGxcLkIBsMBoPBYDAYDCUsawdZRDpF5McickBE9ovIB+ptUykiYovIL0Xk3+ptSwERaRWRb4vIi/nf27X1tmk508hz2Mxfw3Q08vyFxpzDYOaxwbAYLPcc5Czw+6r6jIiEgadF5IcN1HL1A8ABIFJvQ0r4LPCwqr49XwHfXG+DljmNPIfN/DVMRyPPX2jMOQxmHhsMC86yjiCr6mlVfSb/Oo67EK6vr1UuIrIBuBn4Ur1tKSAiEeAG4MsAqppW1ZH6WrW8adQ5bOavoRYadf5CY85hMPPYYFgslrWDXIqIbAKuAp6sryVF7gP+AHDqbUgJFwGDwFfy245fEpFgvY0yuDTYHDbz1zAjGmz+QmPOYTDz2GBYFIyDDIhICPhn4IOqGmsAe94KDKjq0/W2pQIPcDXwBVW9ChgDPlpfkwzQWHPYzF/DTGmk+Zu3p1HnMJh5bDAsCsveQRYRL+7C/HVVfbDe9uS5Hvh1EXkZeAC4UUS+Vl+TALdF7UlVLUR4vo27UBvqSAPOYTN/DTXTgPMXGncOg5nHBsOisKwdZBER3DyuA6r61/W2p4CqfkxVN6jqJtw2sD9S1XfW2SxU9QxwQkS684d2Ao1STLMsacQ5bOavoVYacf5C485hMPPYYFgslruKxfXAu4DnReTZ/LGP57tMGapzN/D1fOX0EeDOOtuz3DFzeGaY+dtYmPk7O8w8NhgWGNNJz2AwGAwGg8FgKGFZp1gYDAaDwWAwGAyVGAfZYDAYDAaDwWAowTjIBoPBYDAYDAZDCcZBNhgMBoPBYDAYSjAOssFgMBgMBoPBUIJxkGtARN4tIh01jPuqiLy91uPzYNfHS15vEpF9Ndp4VER+dx7uf5uIHBKRf5vrtQwLh5m/k17LzN8lgpnDk17LzGGDYYEwDnJtvBuYdnGuAx+ffkhVPqKqX5zrzVX1G8DvzPU6hgXn3Zj5ex5m/i4p3o2Zw+dh5rDBsHAsOwc5/y3/RRHZLSJ7ReTbItKc/+xVIvKYiDwtIo+IyLp81GEHrij7syISEJE/FpE9IrJPRHblu0HVev/z7pE//qiI/IWI/EJEXhKRX80fbxaRb+Zt/YaIPCkiO0TkXiCQt+nr+cvbIvJ/RWS/iPxARAI12NMuIv8iIs/lH9eV/I6+lP8Zvy4ibxSRn4rIQRF59Ux/74b5wczf8+wx83eJYebwefaYOWwwNCKquqwewCZAgevz7/8e+DDgBX4GtOWP3wb8ff71o8COkmusLHn9j8At+ddfBd5e5Z5fBd5ewz3+Kv/6LcB/5F9/GPi7/OsrgGzBFmC04ufKAq/Mv/8m8M7JbCl5/w3gg/nXNtBScq0rcb9EPZ3/PQnwG8B3Ss5/PfBv9f7/ulweZv6a+bvUH2YOmzlsHuaxFB7LtdX0CVX9af7114D3Aw/jLn4/zAcjbOD0JOe/QUT+AGgGVgL7gYdquG/3NPd4MP/8NO4CCfBa4LMAqrpPRPZOcf2jqlpo11p6jam4Efjv+evngKiIrMhf63kAEdkP9KiqisjzNV7XsHCY+TuBmb9LEzOHJzBz2GBoQJarg1zZX1txv5nvV9VrpzpRRJqA+3EjCCdE5E+AphrvO909UvnnHBP/b2reOiw5v3CNabf3aryWU/LeYfnOm0bBzN+ZXcvM38bDzOGZXcvMYYNhkVl2Och5ukSksED+N+BxoBdoKxwXEa+IXJ4fEwfC+deFhfisiIRwt+1qZap7TMbjwDvy4y/D3XIrkBER7wzuX40e4H/mr2+LSGSO1zMsPGb+TmDm79LEzOEJzBw2GBqQ5eogHwDuyG+VrQS+oKpp3IX2L0TkOeBZ4Lr8+K8CXxSRZ3G/xf9f4HngO8CeWm86zT0m437cBX0v8L+AvUA0/9kuYG9Jgchs+ADuduXzuFuC0/2xMNQfM38nMPN3aWLm8ARmDhsMDYioVu50XdiIyCbcgoYr6mxKTYiIDXhVNSkiW3CjDZfmF/rZXO+ruD//t+fJvtcDH1bVt87H9QxTY+avmb9LHTOHzRw2GJYCJo+p8WkGfpzfxhPgf852Yc4TBT4lIqt1jjqcInIb8EncqIfBUA0zfw1LHTOHDYZlyLKLIBsMBoPBYDAYDFOxXHOQDQaDwWAwGAyGqhgH2WAwGAwGg8FgKME4yAaDwWAwGAwGQwnGQTYYDAaDwWAwGEowDrLBYDAYDAaDwVCCcZANBoPBYDAYDIYSjINsMBgMBoPBYDCUYBxkg8FgMBgMBoOhBOMgGwwGg8FgMBgMJRgH2WAwGAwGg8FgKME4yAaDwWAwGAwGQwnGQTYYDAaDwWAwGEowDrLBYDAYDAaDwVCCp94G1MLq1at106ZN9TbDsIg8/fTTZ1W1rd52zAdm/i4/zPw1LGXM/DUsdeZjDtfFQRaRDwG/AyjwPHCnqiYnG79p0yaeeuqpxTLP0ACIyLF62zBfmPm7/DDz17CUMfPXsNSZjzm86A6yiKwH3g9cpqoJEfkmcDvw1cW2xWBYahw4HeXhff2cGkmwvjXATVe0s21dS73NMhgMBoPhgqJeKRYeICAiGaAZ6KuTHQbDkuHA6Si7fnKUloCXdS1NRBMZdv3kKHfdsNk4yQbDMqd3qJee4z30jfbREepgZ9dOuld219ssg2HJsugOsqqeEpHPAMeBBPADVf1B5TgRuQu4C6Crq2txjVzmmIW2MXl4Xz8tAS8tAS9A8fnhff3GQTYYljG9Q73s3r+biC/C2uBaYqkYu/fv5o7L7zBr9wz4mx++BMCH3nRpnS0xNAKLrmIhIiuA3wA2Ax1AUETeWTlOVXep6g5V3dHWdkHUCiwJCgttLBUrW2h7h3rrbdqy59RIgnBT+XfacJOHUyOJOllkMBgagZ7jPUR8ESL+CJZYRPwRIr4IPcd76m2awbBkmXEEWURW1jDMUdWRST57I3BUVQfz13sQuA742kxtMcw/pQstUHzuOd5jIhF1Zn1rgGgiU4wcA8STWda3BupolcFgmE9q3cErHffi0ItcufrKss9DvhB9oyZ70WCYLbNJsejLP2SKMTYwWV7EceBXRKQZN8ViJ2BKTBuEvtE+1gbXlh0zC21jcNMV7ez6yVHAjRzHk1miiQy3XbOhzpYZFhMR+W4Nw4ZU9d0LbYthfqk1VaJy3JGRIzx95ml2rNvB6sBqAEbTo3SEOur1oxgMS57ZOMgHVPWqqQaIyC8n+0xVnxSRbwPPAFngl8CuWdhhWAA6Qh0cix1jYHyAeDpO2BdmTfMaNkY2lo2rFuV4OfoyD/Q+QP94P+3N7dzefTtv3vzmOv0kk7NUHYxt61q464bNZSoWt12zweQfLz+24cpkToYAf7tIthjmkcl28L7R+w1WB1YX19uzibNl47au3MpT/U/x4tCLXNdxHaPpUWLpGLdecmvdfhaDYakzGwf52rmOUdVPAp+cxb0NC8yWli08dPghgp4gQW+QeCrOmbEz3Nh5Y3FMtSjHn//8zzk1dopWXyttTW3EU3Hue+Y+gEZ0khvOwahVvm3buhbjEBv+UFUfm2qAiPzvxTLGMH9U28FL5VI8efpJbthwQ3G9/Xnfz3nNutcUx6xuXs2r2l/F84PPc2bsDB2hDm695FaTFmcwzIEZO8ilDT3yBXedpddR1WemavphaGwORw+zffV2BhL5CLI/zJbWLRyOHi6OqRblODl6kpyTI+wPAxSfH+h9oBEd5IZyMIx8m2EmqOo352OMofHoCHUQS8WKaytA73Avrf7WsvW21d9K73Avbc0TBex+28+NG2/kfa9836LbbTBciMxa5k1EPgW8GziM2xGP/PONk51jaHz6RvvojHSysWUipcJRhxeHXuT+Z++ftCAkmUtiY5cdC3qD9I/3L4rdM6HRHAwj32aYDSKyA/hDYCPuWi6Aqur2uhpmmDU7u3byuWc+x/DgMCknhd/y0z/ezw0bbigb172ym5+f/jmxVIyQL2RSKgyGBWAuOsjvALaoanq+jDHUn2oRjBPxE5yKn6Ij2DFpQUiT3UTOyZVdaywzRntz+6LaPxMaxcE4NZJgXUtT2TEj32aoga8DHwGeB5w622KogVoUKkQkvxIBAgFPgPHMeNkYv+3n2nXXEvFHitcyKRUGw/wyFwd5H9AKDMyTLYYGYGfXTnbv3w1QjEwcGj7Exa0XT1kQsiG0gVNjp4in4gS9QcYyY4xlx3jv9vfW88eZjro5GKU5x8eHxslkc2xaHSp+buTbDDUwqKq1FJwaGoBaFCp6jvewIbSBy1ZdVjzvWOwYh4YPsaJpRVm02DQBMRgWlrk4yPcAvxSRfUCqcFBVf33OVhnqRvfKbu64/I6yKEdHqIPOSGdxTLWCkI//ysfPU7F47/b3NmL+cSl1cTAqc47TmRzPHHdlw7tWBY18m6FWPikiXwJ6KF+DH6yfSYbJqEVjvlqRXme4k0Q2YaLFBsMiMxcHeTfwF5jtvSXNZFt+pYvv/c/ef17aRbWCkO6V3Y3uEFdSFwejMud4c5sbOT4dS+H12Ea+zVArdwJbAS8Ta7ACxkFuQCbTmD9w7kCxvuPU6CkyTqZMVnM0PcrWlVunLb6rJX2j1iYkBoNhbg7yWVX93LxZYlh0ahWlr5Z2cYEUhMzawRARG7fBzSlVfetMblot5zjYZDM6mJ3JZQyGV6jqldMPOx8RaQW+BFyBO+d/W1WfmE/jDOV0hDo4Fj02oRDkC9NkNTGQGGB9aD1rg2vJ5DLsHdwLuJHjWtfaWtby3qFePv/LzzOUHCKVTXEkeoQXzr3A3VfdbZxkg6EK1hzOfVpE7hGRa0Xk6sJj3iwzLDilW36WWET8ESK+CD3He8rGFdIuIv4IZ8bOEPFHLpT8t1eo6g5VvUNV78w/frvGcz8AHJjNTde3BognJ5zhs6NJnjwyjNeWMpm3A6ejs7m8YfnwcxG5bPphVfks8LCqbgVewSznsqF2trRsYe/ZvW6dhsfVmH/u7HOsaV5TXIM3tmx0ZTbHB2a01tayln+j9xscjx4HhbAvDArHo8f5Ru83FvpHNxiWJHOJIBe66f1KyTEj89bglG6xVZNrm6ytdGXaxQXCz0XkMlV9YSYnicgG4Gbg/wC/N9ObVraM3ncqhgCXd0SwRIzMm6FWXgvcISJHcVOEalJhEZEIcAOuTCd5JSKjRrTAHI4eZnvb9okupf4wLdkWEtlytZrOSCde28ufvfbPisemS43oG+3Da3nZc2ZPMTq9KbKpbC3fO7iXoDeI3+MHwO/xo6rFiLXBYChn1g6yqr5hPg0xLDyV23DV5NpG06N0hDrqbOmiMSsHA7gP+AMgPNkAEbkLuAugq6ur7LPKltHpnMM1m1fQFp5IuzAyb4YauGmW510EDAJfEZFXAE8DH1DVscKAqeavoTq1OLHNnuayc8K+MEPJobJjlWvwZOkTr9vwOg5HD9M32sfB4YNEU1FWBlYS8oZI5VI83f80O9p3TFxYOX/PWDAVRAbDJMylUcifA3+pqiP59yuA31fVT8yXcYaZMd0C3XO8h5yTo3e4l3g6ji02aSddJte20LnFDVYkMmMHQ0TeCgyo6tMi8vrJxqnqLmAXwI4dO7Ty89KW0X/zw5eIJjJln08m8/a9vafY/cRx+mNJ2iNN3HFtFzdvXz/TH8NwYbAO2K+qcQARCQOXAcemOc8DXA3crapPishngY8Cf1QYMN38NZRTSw6wz/bx1OmnCPlCrhObTRFNRPF6vFM2/KimfjGcHGbX3l1cs/Ya1gbXsv/sfkZSIwS8AXw+n+sM53WUC2xv285T/U8hIvgsH2knzVhmrNyJNhgMReaSg/xrBecYQFWHgbfM3STDbCgs0LFUrGyB7h3qLY45cO4AB0cOksqlCHlD2JaNJRaxVGxRcotrsXGRWQcMqeoxVT0GDAFrpznneuDXReRl4AHgRhH52lyMuOmKdqKJDNFEBke1+PqmK8qbrHxv7ynu/X4vsUSGNSEfsUSGe7/fy/f2nprL7Q1Lly8AoyXvx/LHpuMkcFJVn8y//zauw2yYJTXVcxQc1oLTKuD3+rm09dIp6zv6RvtI5VLsObOHHx3/EXvO7OFo9CgZJ1O8n23ZrPCv4MzYGQ6OHORs8ixbWreQzk1kzty29TZW+FfQP9bPwZGD9I/1s8K/gtu23rYovyODYakxlxxkW0T8qpoCEJEA4J8fswwzpRaNzdHMKBYWfjufg2b7afY0E/aHy/LdqjEfkd9abFxkvkC5YzBW5VgZqvox4GMA+Qjyh1X1nXMxojLlYjKZt91PHCfo95S0pLaKx00UeVkiqlqM7qqqIyLTrumqekZETohIt6r2AjuBGeXhLzdqSZ+oJuFWmgOcdtJsadnC/qH9jGXGCHqDXL7ycpp9zVNKuPksHz899VOymiWnOYaTw8TTcdqb24s5x+cS50hmk3gsT9ExPjxymPZgO3c+fCf94/2EvWEUpT3YTiqbwu/xE/ZPmiVmMCx75uIgfw3oEZGvkJcJwtVGNtSBWhbosC9MNBkllU3hs32kc2kcddyK5imoVQ5uPmxcZGblYCwWlekUh/pjrI00cXJ4nFTWwe+xaGny0B9L1tvUhmIZ6cEeEZH3MxE1fh9wpMZz7wa+LiK+/Dl3LoB9FwS1rH8doY7ztOIrc4l9to+f9v+UcWecnObIOlme7X+WN2yaupxnJDXCcGoYRVFVRIRULsXA+ABhf5iQN0T/WD+pXAqv5X55RmAsO8Zzg8/RFe6iramNY7FjJHNJruu4jotXXAxALBWrZ4DCYGhoZp1ioap/CfwZsA24HPhU/pihDnSEOhhNj5Ydq1ygt67cyiUrL8Hv8TOaGcXv8XPJykvYunLrlNeuVQ5uPmxcZI6IyPtFxJt/fIDaHQxU9dGZaiBXo9BZL5rIFGXePvmv+/nTh14oS6eIJbIcPTdGNufgs4VszuHkSJKQv2F8+rpTSxpPA6b6zJbfBa4DTuGmTbyGfGHddKjqs3mJw+2q+rZ8ipyhCrWsfzu7dhJLx4ilYjjqEEvFiKVj7OzaWRxzInqC4cwwOSeHjU3OyTGcGeZE9MSU9z84chBb3HQ4EXFTKsR20ycKX+/FdcBty3bXdttPzsnhsTyE/WEsy3JTOiw/+87tK167zgEKg6GhmUsOMqr6sKp+WFV/X1UfmS+jDBWc2Qc/vge+8z73+cy+84bUskDv7NqJLTbdK7p5fefr6V7RjS122Zhq9I32EfKFyo7NZmGtxcZFZtYOxnxS2lmvIPP28rkxsg7uMcuiJeClyWeRzCjZfNV51gHHUTauPL+Yb7lSizMzX1/46o2qDqjq7aq6RlXbVfW3VHWg3nZdaNSy/tWiFX9w5CBBbxCv7UVRvLaXoDfIwZGDU94/no5jYZU5yChYYhWDHQFPgBX+FSgT9ZTj2XGCnmDxvc/2YVkWY5miWEm9AxQGQ0Mz49CTiPzbdFGzWsYYauTMPvjZ56GpFSLrITHivr/ublh7RXFYYYEu3Ta+9ZJbyxboWsZUo5btw1qY7f0XirwzcXtdbl5Ctc56yUwOn22XHWvyeMjlMvi9FmOpLEG/h1dvaqXZ711McxuaWtJ4GjDVZ0aIyF15lYk5jTHURq3r33Ra8RnN4BMfXu/Ev9dMNkPSSRZbTVdL9/GKl1guhm3Z2NhkNYuDg9fycs3aawA4NHyIx089jqI4jsPZ8bNknfLOnCv8KzgZP4nf48dR50LqiGowLAiz2Zt9rYh8d4rPBVdqyDAfHHjIdY4Dre77wvOeL0NoDURPQEsnbLuF7rVXTOtszqbhx86unXzumc8xPDhMyknht/ysaFrB+y95f9m4R44+wgO9D9A/3k97czu3d9/Omze/ec73n28azcFY3xrgueNDHBwcYzSVdVMmFCq1tRQI+Dx0rmgmlswQafLi89hV5eCWK7U4M/P1ha+OfFREzk7xueB2ejQO8jyws2snu/e75TWTSbHVwobQBk7ET2A5bopETnOM58bxWt7z0n1Ko88rAyuJZ+IoSk5zWGLhs3z4bF9RHu5o7CiKErADiCXYYhP0Boln4m7nPm+QnJOjydPEK9a8gjNjZ+oeoJgOEekE/gFXWcgBdqnqZ0VkJfANYBPwMvAOkyJkWAhm4yD/Rg1jTFem+SJ6wo0cl5JNwtHH4JI3TxlVnk9EJN9GA5D8+xIeOfoI9z1zH0FPkLamNuKpOPc9cx/AeU5yA9BQDkazT/jFsWF8tk2z12IslSOZdQBX8i3st4mncqjjIJZVPBZNZOgbSfBfLm+f9h7LhVqcmflyeOrIY8At04z54WIYshyYr52v377it/n0U58mm8uS0YybMoFw5aorz9M4vvcX97I+tJ6OUAfN3mZWNq0klUuR1Swe8eC3/bQH24n4I/SN9jGcHGZ102py5Ejn0tiWzSrvKhLZBGF/uBi0eO/29zbiejwZWdzeCs/kNb6fFpEf4naA7FHVe0Xko7ga3v+rjnYaLlBm7CCr6mMLYYhhElo64ewhGD0NyRg0RWBsCAIrz48qH3hoQRzknuM9BL1BxjJjpHNp/LafoDdYVv38QO8D2NjEMjHOJs/is334xMcDvQ804oLcUA5Gz4tnaQ83kco5pLMOzX6bFc1ebEuIBLxFFYuLVjfjsSzOxFOMJrNEAl4uXRPipf4xbl4sYxuchUw1ahRU1ShOLDKVO1+9Q73np0WkM+4aXLKrV7oev3nzm+kb7eOfev+JaCpKi7+FNc1raPI08Z1D32EsM+aqUCjkNEcsFeNI9AixVIyNkY0kc8liG+k1zWvYGNlYlId764Nv5VzyHI46OOqQyCaIizv2mrXXFO3c1LJpsX91s0ZVTwOn86/jInIAWI8bpHt9fthu4FGMg2xYAEz5e6PTtg2eewB8IfCHIRGF2HG4qKKwrSniLswLwItDL3IydpImT1OxA9TBoYMkshOtkE/ETpBxMtiWjdfyknWypJwUyQaUIGs0B6M/lsQWJZ7IkM45+GyLprCPjAPf/B/XFsd9+FvPsa6lic1tEwVDjqppSV1BLWk8s031uUDk4QxzoKrs29Of5Y7hKN2hDZPu6vUO9XJw5CA3dt5Y3LnoOd7D0ehRgt4gzXYzQ6kh0k6asDdM2BcmnUuTcTKciJ/gtetfW7bjUVrcbIlV1EG2cdM3UrkUjuNMmb6xVBCRTcBVwJNAe955RlVPi8iaOppmuIAxDnKjM3gANlwD8T43ghxoAe2C2CloL0n1TsbcqMUCEE/HixXTAH6Pn3QuTTwdL46xLAsn5+C33DEe8ZDJZVx5IcOUeC3h5XPjeG0Lr2WRdZTjQwk2rQqWjVvfGiCayBQbhcDkLakN88986YEbljY9x3vIaY7e4d6JiG5skB68dE9RK9Kjw0RaNxAJT6RTpLJu2kQil2A8O07GcVvOJ7IJXo69jM/20Ww3kyNXTKeotuOhKH7Lj4riqOOmb6hgW3YjNWaaFSISAv4Z+KCqxirT+yY55y7yikRdXV0La6DhgsU4yI1O9AT4yh0lVl0Kp/bAwR9CLgW2H4Kr4eo/Lh93Zt95W369Pu+MI2Ahb4iB8QGGYkOuhqdlE/AEWOddVxyzPrSe/YP7SWVTxVzlnOZo9jbzicc/UbwXYCJwFagqku8/W5BpEoSSHiaA25J610+OAhBu8hBPZokmMtx2zYbFNXiZ0oCdIA114MWhFzk5sJ+m5DChXIaU7eUgDolARS1ARa1I38BRxk6c4kf9exjTDEFvkNHMaLGeQ1WL//6zmmU8M+6mShBnVWDVlN32/JaftaG1jGfHSefS+GwfceJ47XKFm6Wk1gIgIl5c5/jrqvpg/nC/iKzLR4/XAedJG+YLrHcB7Nixo7Le2WCoiVk7yCJyPfAnwMb8dQRQVb1ofkwzAK7z+/J/gj/iplhkkjD8DEheAqz4T7/iW3UVebjen9zD7hUtRCJdM4qAtQXaeGnoJQRBRBCEbC5LW6CtOGZzZDPHY8cZzYy6keO8Zmez3Vy81+ee+RwiwobQBhOBKyGrsGFFE4OjaTI5xWsLayN+shXLeq0tqQ0LQ6PJw4mIH/h/cKv5i2u5qv5pXQy6kCkJNsRjz2Cl4/gtD9g+/E7W3VGTCiGFM8+X1YqMi/ATHcZJgiMwno6RBTx4aPG7/4b7x/pxcIXOBcFRh4zjrqdTsb1tO0/1P8XqwGp8lo+0kyaRTbDSt7Js3FJSaxH3m8OXgQOq+tclH30XuAO4N//8r3Uwz7AMmEsE+cvAh4Cngdz8mGMAyiO/Z/ZBKg7pUchlwfZAesx1ei9508Q5iZHyIr0q8nA9oy8RiSWJtLljao6ACfhtP6t8q4otqkfTo+U+uUDQE6S9uR2f7eNE/ASJbAKfx1dsxjA8OAwCl626bGb3XyAaxcFojzRxZCBGOuOQVUUdIZ7M0BLw8Y6/e6JYpHfHtV3cvH39tA7xgdPRMif6pivajRM9DzSgPNy/AlHcNThVLyMueCqCDdBeze0AACAASURBVKH+R4laSgrwoaQtG0c9hJJxdx1uirgpb4kh2Py64mX2J/vJOCDidujK9/shq1nS2XRZtFcQFHW75tl2WQOQaty29Tb6x/sZTg4Tz8TxW362tGwh6A0WpeCWoFrL9cC7gOdF5Nn8sY/jOsbfFJH3AMeB36yTfYYLnLk4yFFV/f68WWJwqYz8Hn0cknHwBsASN2KsDmQrlPQqi/SqyMP1SY616fK/o7VEwNK5NK9a+ypejr1czLnrXtnttjqdZEzOybE+tJ6cTnx3Sjmp88R967zl1xAOxrqIl18czSKALZBxlLNjWcbSObweu9hq+t7vu62Qb96+ftJrFdpWtwS8xbbVu35ylLtu2Gyc5DnSgPJwG1T1pnrd/IKhSipamRrQgYdg7Bwc+ymk4mxrUpq9fgY8Sty2CGPRiZeN2Qz0Pw/x0xBeB2u3g2eiAdBZJ41dVMsUbMDJL4g+j4+xzJircSw+PLYr5eazfTR7mvFYU/+p7l7Zzfuvfv956WtA3dVaROR6Vf3pdMcqUdXHOW9rtEjd2q8alg+z6aR3df7lj0Xk08CDlDgXqvrMPNm2PKmM/OKAxw++ALTmiw0GX4JU1E29KEi/hTtg1ZaJ67R0utGM4nWgQ22O2TkGzuyZKC4JrGFjy8YyEyobfqzwr2BN85pi1yaAY7FjDIwPFPOLfbYPn+UrjtlzZg/xVJywP1w8x2/5z1vu6hyBawgHY8+xKM0+i0xOcRzFYwvZnJLJarEgryXgbrHufuL4lA5yadtq9zxv8bhxkOdGA8rD/UxErlTV5+tlwJKnWqfSnk9BpMOt72jphJcegcFeQEGEnWMZdrfYdKfShLAZtWxiVoqdiSxsvhI2Xu+uy8NHYfhlYBM0RdwvwIBXbCjWHGRxoKhs0XOsh9Njp1kbWEtLU0txt257+/Zpf5TJlFkaIH3t88DVNRwzGBqK2USQ/6ri/Y6S1wrcOHtzDOdFfj1NkB53H6qQTYHtg+SQK/lWkH6LnoKtJd29t93iLvxQ3PLbkhMespME852V4qk4Z8bOcGPXxP+yag0/jseO0xnuZOvKrYR8IU7ET7B3cC/bV28v5hL3j/W7+cVsIOQLsaZ5DWfGzrCldUuxremKphWISCNt+TWEgxFNZEinHQqNYXO5QqEOnBweJ5V18HssWgMejgyOVk27KFCtbXW4ybM0pOCmi+QtMNUk3OD8otKpiqUWAxF5Hnet9QB3isgR3CBFoQ5kem/K4FIZkMilYegwjA3CxTtdh3lgPzgKXj8gdKeT3BGN0xMM0Ofz05HJcGt0lO6mtgpt+s3u9QKtED1BBzYnJIeFYiHFXOO1EigqVFzVfhUtIy2kHVclyO/x09XSxW3dt9Xl1zMXRORa4DqgTUR+r+SjCO53BYOhoZlNo5A3AIjIRap6pPQzETEFenOlMvIbWuOmVOTSbi5yU8R9+COu5FtB+q1tqysJx9vc89Ze4WpwljgchyPb2e4kGBgfcCPI/jBbVmzhcPRw8fYP9D5A0BMsRn4Lz4lsoriID4wPsH319mLkOeKP0Ekn6Vy6OGZjZCM3dt7I4ejhonNRaE1d7whcozkY6Uyu6BxXks0pPtsim1MOD46RcyCWyEyadrFkpeCqRfIWuDtkKdUk3D7/y8+jqnSGOxutqPSt0w8x1ERlQOJsL4jHPd77fXetdSpLbJTuTIbukQwQyx8TsMfLd/VWXUJvepiezkvo845xsf9VnBt4ijRKmhw2EMHm9668ize/8neKV7+AtLZ9QAh3nQ2XHI8Bb6+LRQbDDJhLDvK3OX+L5FvAq+ZwTcO2W6DnT+HkWXeLL5eDTMLdtlu52V18Dz4C7VdC4tzEef7Q+Y1C1l5R5lz0Pf4Jmj3NZUPS2TQ/Ov6j4mJ8Mn6SjmB5ykPQG6RvbCJPOJ6K0+prddMo8qkamyKbOJs4y+rm1cVxm1o2Ve2i1wCLfUM5GBln8s9yjmKJ+5zOKQGPNWXaxZKVgqtSVFo8vggOcjUJt6GzQ6Bw+erLi8cKY+s5h1X1GICI/KOqvqv0MxH5R9zCJkMtVHYqjZ2EdBIsG0bPwNhZd+cOx93Fc4tAqlxIITniqgzl1YZ6T/yE3StXE8k36hj1hrg4FSU5PkA8m6DdG+b2rb/Fm6/6nbIrzbaJTaOR77r7mIh8tTBnDYalxGxykLcClwMtIvJfSz6KAE3VzzLMjHyirgK+ZgiscBfd2Cl3QV+7HQZeKJd+O/ZT2PSrU17VZ/l4qv8pQr4QIW+IkeQIB84dYF3zumKELJ1Lcy55jrbmCQm3c8lzpHPpYkem/Wf388SZJ1jXvI4WfwupXIon+p7AFpv1ofWNFm07j6XkYPi8FmOpHEG/jd8W/N5yuaew36a/pFvhkpWCq1JUupDdISupJuFW1PQuocF0ZC8vfSMiNiZAMTMqO5Wmx93dOjviSmxqRfTY8kC+mcf5lDvOPR6HCJ6yL13b1u0g4o/UPU1nkfGLyC7OVwsy6ZiGhmY2EeRu3AhcK3BLyfE48N75MGpZc+Ahd7FOx92F2tsEoXVuqsUbPuaOeehD9DpJerLj9DlKhyPsdCy6x8/Bj++ZPIdT3KK4/vF+sk4WRx1EhZH0CI+eeJSwL0xXuIvD0cM02U0EvUHGMmMMJYd4Rdsrigu9z/ZhYRFLx1z9ToXRzChtzW1lfwyGk8Pc+4t7WR9a36iNQhrCwSiVfKrkN1810R3xgV8cJ+eU/xE+O5Ymk3P48LeeK5N0a3iHuJKWTjh3eKJjZLXC0zkw3bZ1NQk3v8d/XrBw/9n9HI4e5i0PvoX25nZu77696i7JQiIiH8OVuwqISMkeP2nyzREMNVLZqbTwjSgdh8woSMm/Tsuukm5RgbepOH/7mtawtuIbVoN9wVosvgV8EfgSRhLWsISYcR9gVf1XVb0TeKuq3lnyeL+q/mwBbFxenN4Lgy+UbdUx+IJ7PE9v9Ci7my1iFqzNKTELdjcpvaf3uLmbpTmcZ/YVzzsaPcpoZhRVV18zq1kyZBjPjhPyhkjlUoxlx+gMdxL2hxlMDhL2u5JuhW1mcDvkFSTcRjOj+D1+Wv2tZWL2Z8fPcnDkIOcS58pyOj/3zOeKkehClLl3qHdxfrd5RORjIhIHtotILP+I43ZkWnTR+as6I1WPt/gtookMjirRRIbOlQE8trjHHIeBeJL+WJJL2oJlkm4HTkcX+SeYB9q2wck9bsGpL+Q+n9zjHp8jhfziqebdzq6dxNIxYqkYjjrEUjFWNq1kRdOK4rHnB5/nmf5n8Fm+YgHrfc/cxyNHH5mzjTNBVe9R1TDwaVWN5B9hVV2lqh9bVGOWOpWdSjWH+63IcV8Xo8UWhNe6HUsnRdxdvK03w6ZfpcMOMeorz/1fSo065pGsqn5BVX+hqk8XHvU2ymCYjrnkIP+WiPy3imNR4ClVNZ1tZksqCpmUW5CXTbkSb5bPPZ6nJzNIRCGCBaLuczZNj89D9xQ5nKdGT+ERDypKzslhYeHgdmoSEfy2n3Q2TbO3ma/c9JXi/e5/9v6y6FrYFyaeirO5ZXNR1u3xU4+TSCeKecmxdAyf+GgLthUbhTRKTqeq3gPcIyL3NIJD8dpL2zkdS9IXndCV7mjx8YbudloC3mKqxKfedgVHBkfZ/cRx+mNJMjmHazau4JVdbresJS3pNngA1u+YyAWtVng6S2ppEV1Nwu3uS+4ujusb7eNw9DBtzW3F9KNCAesDvQ8sehQ5z7dKZDcLRIFjqjpZ3aehlMpOpU7pr60Q/c3nHRdkNjNJSMc4j9DaskYhO2lmd6QFGke1p148JCLvA/6FcknYofqZZDBMz1wcZD+wFXf7BNyOZPuB94jIG1T1g3M1bnkiMH7WlXKzfe5inItBZF1xRB851qYS7paf5YFcllA2TV+Tr/xSFTmcqUyKlJPCEgurZPMg5+RQVdK5NI46hH3hsstUNkhYE8hLuK2YkHDzWT76M/3Ylj1R1Kdw6cpLJ+7fIDmdJU5FNQdj0bW8T40kCPk9WKRxcLd1Qn4PqZzyoTddWjZ227qWYkHeh7/13NKRdKuUcGvb5jq/hfdn9kL7FbD64olz1DkvB7n3pe/Rs/9r9CUG6Qi0sfPyd9J96c3lYyrSKV4cepFLV5T/HqvNu5+d+hnfOfQdoqkoLf4WAnaAO6+8s+hEv+XBt7CqaVXZOUFvkP7x/rn+dmbL/biF0ntx/2VdCTwHrBKR31XVH9TLsIZgVrKBOvnrgqymxw9pi4mCPQtWXAQX3VCUdKOlk+6r38UdPm/dVXsagDvyzx8pOaaAUb0yNDRzcZAvBm4sRCpE5AvAD4A3AUa4ftYoBNtcBYtsys1pa2qhdLHuwCbmDxBxHDcnzvYwio+OXEUmazLm/mHI4/f6STtpEDdNwrZsxBEsy2I0M0rYF6Yz0snGSHnjkMro2saWjdzYVS7hdlHrRbQH24sSciFvCJ/lYzg1PHH/KjmdddpyLGh5N+HqeD+H62BsB54EXruYxjx/cpiXBsYhb4QDvDQwjshkTaRcloykW6WE29lDbmHUhmtcZZbECAwfA2+wPOe4Yv72vvQ9du/5DBFPkLVNq4il4+ze8xnugKKTXE2u7VT8FAFPoGxeV867rzz/Fb743Bfx2T7C3jCJTIIvPvdFAO688k4A2pvbz2t+M5YZo725fSF+a7XwMvAeVd0PICKX4Tohn8Jt4DSpg5zPt38KOKWqDaXqMi+c2ec2/BgbdNfRgReh71nY+UflTnIuBW2Xweln3F27SbHcXY34abdX9Na3QvtlEx+r4xZRv6F8Q6qbhlDtqSuqurneNhgMs2EuDvJ6IIi7pUf+dYeq5kSkbm17lxyVUQ4kr3ucdeWFcll6NUXPWJy+Xdvp8IbZksnymGWB7SdkeRh1ssRsi1vHMmVbfCRH4OoJQYb1ofXsT+x33wiIIyhKq7+V13e+vrgFWCimK2U66aFPPP4JOsMTzvXZxFme7X+WoeRQMcq8smklqlr3RiElWt4PAHcVGoWIyBXAhxfVGOBQ/xgwEVx3W9FOHJ+MJSPpVinhNnrazTOO97kOcaB1IqLcvGrS+duz/2tEPEEi+R2OwnPP/q8VHeRq6RQXt17MoeFDrPCvmHTe/VPvP+GzfQS87peLgBUoHi84yLd33859z9wHUCxgHcuO8d7tdatN3lpwjgFU9QURuUpVj0z35Qr4AHAAV33owmPPl92GH/68bnw25b5/7C9hzbaJ9TY1Bqd/6a63lnfqa276Vfe84ZfdKHIpFV/mDBOIyH+vdlxV/2GxbTEYZsJcHOS/BJ4VkUdx/6bfAPy5iASB/5gH2y58qjVHiJ+GzDiuBwu9mmK3T4iIh7XeILFsgsdyY7zOauOwpfTlEnTYAW4NbqF77bqyLT6ufldZtGRzZDPHY8cZzYySyWXwerwErSBtgTbOjJ2Z0xZgpQrA6sBqLll5CQPjA8VrV+Z0NsCW49bSLnqquk9EXrnYRhTSKkrTT0QnV7YosGQk3Sol3JIxd6s6WZLHueoid95PMX/7EoOsrUhxCHmD9CUGJ8ZUkWvrjHQynh0vNrGpNu+iqShhb3lqkd/2Ey3J/S/kGZe2YX/v9vfWK/8YoDe/c/dA/v1twEsi4gcm0yJDRDYANwP/B/i9ycYtaU7uAV/Y3YED9zk1Bkceg/C6ifX21FOQGHJ3L2zfFBd0JgqgMyn3+jChTV/xZc5QxjUlr5uAncAzgHGQDQ3NrB1kVf2yiPw78GrcP+0fV9VCUt9HJj8TRKQVV/LlCtxg2W+r6hOztaVhmS4HrlpzBMsHuWFYsRk8fnpGXyKiSsSyQSwi3gBolifTA6z2589zMpAZc885+LDrZIdfdqNyFTJvHjyEvCFynhy22HjwcPnqy/nja/94Tj9qZZ7yaHoUW2w++uqPnucAN9CW4wER+RLwNdx5+E7cqNqC83ePHWT3E8eJJjITrQcq0k+81rRRwKUh6VbZjCE5ArF+cJLw5N+5TW5WdUPnjvO2qEvpCLRxLHGWAckR1wxh8bJGbTYGJjS7q8m1jaZHaSsZU9VEfwujqdFiAatt2YgKzZ5m7n/2/jJ5uNIC1jrzbuB9wAdx1+DHcXdAMsAbpjjvPuAPKO9uVoaI3AXcBdDV1TU/1i42lf98UiPu7lz/8xNSgqk42E2uA52dZuOzsE4X8uTjfeDxVf0yZ5hAVe8ufS8iLcA/1skcg6FmZizzVuX8QWAIuFhEbqjxvM8CD6vqVuAVLJJTsqgUosNTyK4RPeEu0qVYttsYxNsEqTh9thCyyiMbKcvm5z6bGMpahRjK7vQpep/6gltIEmx3n//jk7DvO8XzBscH8Xg8KIqqoigej4fB8UHmSiFPOeKPcGbsDBF/pCGbhFRwJ25h6QdwnYwX8scWlL977CCf7TnEeCpHxG+f93e8wPb1k/ovS4u2bflIXV7CLZ2CxICbP+9tdiN7J55wo3hTsGXTTvZmh4lnkwSxiWeT7M0Os2XTREpQNbm2E/ETDCQGppR5e2PnGxnPjpPOphGEdDbNWHaMkDdUd1nCyVDVhKr+lareqqpvU9XPqOq4qjqqOlrtHBF5KzAwncyWqu5S1R2quqOtbeovFw3JhmtgdBDOHYGzL7nP48NgWeUSmtmkq1zR2gWrLwHsiWuI1207DWBVpFSsughWbIK33e9+qTPO8UwYBy6ptxEGw3TMOoIsIn+Bu6W3n4ndYAV+Ms15Edx0jHcDqGoaV+D+wqKW1rktna7jXPgM3Nw2j7/YFa/jxa8TczJErIn/Vb2aohUh4vGBpojYPhg/R48XugP5aGLhec8uuMKVyRrNjCLZFJ7UKI5m8YgHwS3Qmw+WWotUVU0Cf5N/LBq7nziOz7YJ+t0/xl5bSOfKw8dBL9ieuWRANRCVzRicJHhDrrPiZMAfBHulu/vx2vdPepnDkmZ7+6sYGDpIPDtO2NPMlpVXclgmlo9qcm3tTjs+yzelzFvIH+LK1VdyKHqIVC6F3+NnhWcFYV94yvPqiYhcD/wJsJHyDmVTqQNcD/y6iLwFd7s7IiJfU9V3LqSti87m18FLD+dl2xQ0CzjuF7TStAtPwC3UyyTddTe8FuKn8hcp/FkT6Liq/Pom57hmROQhJvbHbGAb8M36WWQw1MZc/gK/DehW1ZkW5F2EG3X+ioi8Anga+ICqllUkLfktvlpa5267xY0qFz5LxlwFC7RYbLezeRO7x3rBsgipw2g2xbAov5K1wMq6eXO5LKFMkj5vRZTDH3bTLQqkxhhKDOLDg1ds0k6O0cQgbf6VC/IraFRE5Juq+g4ReZ7zEhtAVbdPc34T7hdBP+6/oW+r6idrvX80kcEjMBDP4jhKqW9sCXhEaG32cvzcGH/zw5eK+cWFLnkNRbU0Iig/dnqvK0c4chxSo5AeAzygaUiPup8F19I7doqe0nSG5o10n9pbvE5f9hTH0zF6syNknSyebJrudAzvNDKBg+ODJDIJ9g/tJ5lN0uRpYnN4M2lNl0nBrQ6spj/Rj5WxCHqDqKOknPLlrcE6oX0Z+BDuGlpTh7K87vfHAETk9cCHLzjnGNwvZRuvL+/MOHTEdYQLznA25e7WpfMBglTMdZDFhsQ513H2NsMlv+b+w5yiANowJZ8peZ3F1ek+WS9jDIZamYuDfATwUiL8PYN7Xg3crapPishngY8Cf1Q6SFV3kW+bumPHjvOcmIanWnS4Muqw9gq47u5yZ+Lq/K8hf6y763rucF5Fz/H/oC8Tp8Mb5tpMFp/tATv/v8/2MGrZdGQr6nJScbcgpcD4WVZKE2mBNDl84iGkHld3eXnxgfzzbOWtUrgSh6Mi4gUeF5Hvq+rPaznZZ1kMJzJ4LLBEyOnE9LaAnCqnommavW4nvdIueXfdsLlxnORqRaY9nwLUzYcvHDuzd6IQytvsOheFZUM84OToTZxmd2gdkUI6w/BRdu//FneEttId2QCJEY4M7mEf41j5/3JOjn1D+5CSJJVqMm/7zu7jXPIcPsvnNsPJpXl+6HnaA+3FMQfOHiCajtLsaabZbiadTRNLx/DY5Utkg3VCi6rq9+ttREMSPQHZdP5LWRySYbdoz06XtYNmww43kBBa455j+125thWby53hS3+tXLfb5BzXjKo+JiLtTBTrHaynPQZDrczFQR7HVbHoobw7zuR7pC4ngZOq+mT+/bdxHeQ5ceB0tKyav+7Rtm23QM+fwsmzbiTC9rttSq+uKIY7e8jt5FRaWHfF28oW326gm/9dfN/7tbexO/ky5NITMm++Jm4dGQFPXsw+FXcjIzdM1EuGnRxRy0PE8uATm7TmGMyMczA9zFsefAvtze3c3n37vFXlVzZs2Nm1syG2plW1EFbfCfynqs5owVZVBQp5Kd78o+YvcUGfxUjCVfGrPK2ozqWQdZyixnFDdsmrlkZ0Mp/PXtiSDrS6ETsn60aKpSBil0cBhJ5gM5FseiKdYeQkeIL0OCN0SxcEWjlEEgEssRCkmEt/KHqoeLlqMm/xdBxBsC03pcVRB0GIpWPFLo+pXGpCG1zcsT7bRywVq7ss4RT8WEQ+jat5XLoG19ToRlUfBR5dEMvqTWoMjvwIPE1uWkUmCWPnoHkltF9Z7vxe856J9fbH97i7cpWpcYMHpiwgNUyOiLwD+DTuXBPg8yLyEVX9dl0Nu1D58T3l7828nTVzcZC/m3/MCFU9IyInRKRbVXtxnZQX5mAHB05H2fWTo7QEvA0Wbct7O1rxvsC+77iFdL5QeWEdFPOGq9G9/jXc0d9ET+LEhMxbyxa6W31uNDh+2o0c3/CRsutsbe4gkDzHAFnimiHj5BghTVC8tDW1EU/Fizqvc3WSq0Xydu/f3WiFe5uAd4rIRtxt6v/EdZifne7EfKOFp3Eb5vxtyRe+wueTpgjZHpuOiI/B0QxZLXeQHQXLErw2OBWfNVyXvGppRFW6JaJZ8DS7Ox7ZFBNKzwAOiE2fL8DaXEmWQN4p7cuNFw+lUXyAI4KqIiL48LnNb/JUk3nLOlk8lgdLLHLq3sMnPrIl3Zhz5PBbfmzLJp1L47N9dIY7GUmNTCkPV2dek3/eUXJMgRvrYEtjMXwUxCrbZcP2ujnHU0gJ1pQaZ5gpfwhco6oDACLShisFaxxkQ0MzF5m33SISALryju5MuBv4uoj4cFM15qQc8PC+floC3vOibf/4xDHawk3FqPKl7UFe6h9bnCjzgYfyFftxyOW39Xyh8iK9PbvcfLdUFMYG3Lw4ywc/+CP44ScgMezmyF1zV3nx0rZb6B5+me7IxvJIyHV3T7ntt/Pyd7J7z2fo9gQJeYM8GD+ED2gPrcOyrGKHsL/f9/dlXfJmE/mtFskrHG8UB0NV/xggP4/fiytPeB9lpeyTnpsDXpmXLPwXEblCVfeVfD5pilB7pIlYIsOGVSEAfnlsmIyjiIDPY2FbQjrj4PWUi8w0XJe8yYpMz+YbMhQUni0P+EoVKvIOslj5Oe+hI5sj5m+a6FrhjzCajtNR0vY8gEWCHOrkcHCw1MLBKTb3gOoyb36Pn5yTK7ZQj6fjpLNp/PZEzn6T3UROcqwPTThH8VScDeENvO+V75v772oBKDS8MVQhHXebhIz2g+bcdTbUDuSmjqjVkhpnmClWwTnOc465K2gZDAvOrCepiNwCPAs8nH//ShGpKaKsqs/mJYS25+WJhqc/a3JOjSQIN5X7+slMlscPnSvmcL58dpR7v9/L0cHRsijzgdPRSa46R07vhcEXyiWFBl9wjxcYftl1jp18sZ2ThWgfxI67W4T+Fvf5sXvh8c9NnFfIXQ60uvlygdZpnWNw2/Hecc2HifjCnEmeIyVKR7CT5ubVxTEiwsuxl+csbdU32kfIFyo71mAFTojIJ0Tk+7gteS/G1ZCdURs6VR3B3Tq8qdZz7ri2i7GU2/XOcRwCPkFx3UYLJZ11yDhanKeOKtFEhmgiw01X1K2t8flsu8X9YpbI68smRmDkFKRHmFAAcMBJQ3LYncuW13WYIR9EdmW3do7GiLV0TsiztW4glh1jp9VavPYrCZIDnPy1HRxy5Hjl6oneLtVk3jZGNrp1r5kEjuOmV+Q0x8UtFxfHbAhtwGN7iKfiOI5DPBVnLDvG7d23L+IvdGaISLuIfDk/hxGRy0TkPfW2qyEQD4yeceeaJ+A+j56ZkG2bjGpzOjkyUXxqmA0Pi8gjIvJuEXk38D3g3+tsk8EwLXP5FvcnuE1CRsB1eoG69Fxf3xognsyWHTtwOs6KZjeqbIlwJpYi6PdwJp7CEilGnB/e178wRqWigOVGjkXy0kKWW1X943vgO+9z84Sz6YncTMvjSmCBK2ofPzUhbr9n17yY1X3pzbzv1n/iz37rP7h0zSvQguRRnsHxQfy2n97hXh498Si9w73knBw9x3tmdJ+OUAej6XL5uAYrcAL4r8Aq3O2+B4HvluQnT4qItOUjx4Xo8xuBF2u96c3b1/PRX+smEvAyMJom2ORj00o//397Zx4n11Xd+e+ppauql6qWWq2ltVu2ZBkhsC3hDdvYjgcHJwNkTAwBYkMmzgDBY5LwSUI2gmeGJR4yhIRgJYDF8gFM8LAGM0QxtsEKyDa2JVtI3rV3tyX3XtW1nfnjvtpa1d3VXdVdVa3z/Xz6U1X3vXffrdbR63PvPed3Wlv8JLMQCvi4YHWUi9Z3EYsEOT6YIBYJNkDI0ATKTdQSJ3FVIH1Frx6hNlctLxiGYNSzd7e7smnp+dzU+cqCjvai9dy0/Y/YFF2T7zvR2UM0EMXnPbZ8+IgGoiRy/2cor8d9+2W3877z30ckGGE4NUx7Szu/de5vccnKS/LnfOjiD/HBbR+kI9RBf6KfjlAHt11wWz2r5FXCXcAPgdx/qoM4PW9DpBDFI0WhbtOV4J7l4oNxOiJytohcpqofBO4EtuLqHuzG210zjEammhjktKoOSukDpy5qE9dtWcaOBkZfrQAAIABJREFUB54HXJzmcCLNy2MpLju7IF82lEjREfIzUuRIz2lMZzjmhOmLJYVSY5AYLxQPCbbBaL8rDtLS5sVner9CVcDnXtNxt1WYo5x6wEOfnvGD/K2b3pqPOW4LtjGaGmUkNUJnqJPxzDjtwXbGM+M8PfA0Y+mxaXorpVxlvQZLcEJVLxCRDuC1wLXAP4lIr6q+dppLVwA7vThkH3C3qn5vJve+futKrt/qtvP/6BuPsyIWxlf0fymryvHBBB+4duNMuq0/ed3ZYjv26FzjtqtHejkQaWeXxDkWaqXHH+Ga2Eo2JUbYNDGcYeP1+be997yBnvYeBlOD+TjhWDDG4aHDJdXuIv4Ie07soXesl6MjR9kQ28ClKy8lnonnz9kQ28Czg8+W3Or1619/mkPcqImmHktU9W4R+VMAVU2LSEVybwuebMoV8hjtdYsQgRb3rMxOWoG7wPIt5hDXhv8DfAhAVe/BLUIgItu8Y7YsbzQ01TjI+0TktwC/iJwD3Ao8VJthzYzNK2LccsX6EhWLy8/uIhgohJJGw0EG4ymiXnwyzHFM5/KtzgEu1uFMhVxMcS6+ressFxuXHHKKE6Giyml5Z0mck5EpWiGvpAhJBeScga8d+Bq9Y70sa11GT3tPXg4LcLJY6eSMi4mUK9jQYAlOiMgW4HLgSlyi02Fcot6UqOoTwPnTnVcpKzsjDMZT+dh5aMB443KUm6hNNUf2wo0OjJ1gpwwRlSDL/SGGskl2nnyEm5ZsZyrr6Ah2cGT4CKFAiKAvSDqb5tDwIYL+YD4kaG//Xh7tfZTuSDfdEZd4+ok9n2B1x2rOXXwuy9uW8+Lgi3z32e+ytXsrqztWT5pA2gSJpqMi0kVOC0TkYmCOYsaajI4VLul5+SsLbfFBtxhx30dLdbvNGZ4r1nnPyhJU9WERWTf/wzGMmVGNg/x+XHbqOPBV3Fbf7bUY1Gx4rn+E3c+dpHcowaFomGvOXcIvT7jaIx3hAMujIY4NxNm4tJ2sKsMJFwN64/YZhZxWTk7mLZUA1L0mBqHrHCfrlhhy28+Ci8vsWOFWmnPZ0pot7a94q7qGmdYTV81u/fdbOTJ0hPH0OC3+FpKZJFnN5hOcZkITVNb7OHA/8HfAHlWtYHmp9pTbAZlT26wVZSdqPgrxx+XZFfITzSaJ+gCEKD5Q2JXsm9JBXtmxkheHXiSbzeL3+8lms6SyKbpau/JJec8OPuvsVpP5xNOX4i9xaPgQr1nxGgD64n20BdroG+tjbXTtpAmkTZBo+gc4JaENIvJToBu4ob5DahC231JQBMrJXo6dhMXrCzt4s9x5MyomPMWxaWf/IvJ5nFZ9n6pu8doWA1/HKRC9APxmtTlMRuV85rHPlG1v1ETmaqlGxWIM5yD/We2GMzu+/8RRPvaDA7SFAixtb2EonuLL/3GYd1y8mrGkcnQgzrol7fynVywrUbG4cfuqOY7pnCDzJj449gsnSh/qcCEYYyfdSnN+dz2AKzY0gXAhK38uM63PXXwukUCEvrE+hpPDdLR0sDq62iU6LTBU9frpz5p7yu2AzL1tVkC5KnkTJbF8wcKELxx1Nj5xcgdup2S0D8aHOdYRZLm/zakLZJIQCNHetppj4y9PubrXGmhlS9cWnjz1JIPJQcKBMLFQjNHkKF966kuMZ8ZJZ9NE/JG85jGAoiTShTjl4eQwbcE2hpPD+bZyCaTlJOMaKdFUVR8VkStxUukCHKjXJK/hyMlb7tlRkL3sOttVyqty582omD0i8ruq+k/FjV4i6SMVXH8X8PfAF4va/gTYpaofE5E/8T7/cY3GaxglzNhBnlBX/TRU9T9XNaJZsHP3ITLZLEdeHiOVyRL0+4iGA+z65Uvc/XuX5M+78/6n+cYjh/Pb2a0tMrcyb4vWQU8hw56nvl0aS5wYcOoVnatgoyeC0HcA0iOAv8jZyLoqUDkqLUIyC3Kxw5sWbSqJHb5mzTVV921MzuYVsfo7xMVUEufuDznnOBQtKLVoFhBP1s2Tc0uOujChtqUQW01P4kWGskmi4RgsPhuAkdE+esbHplzda/G30DfWx/ro+vzuxoFTB0hqkpAvRFCCpEgxlhnDV7TjIgjhQGExq6Olg+Hx4bysIZRPIC0nGdcIiaYi8huTHNooTiP6nnkdUKOy5U2levLfem/pQgOYxvHcchtOAvPtFBzibUALMG0yiqo+UCYU443A67z3O3EKQuYgG3PCbFaQ75j+lPnl+f4RBsaSBPw+gn4fmazSPzxOKlPw4++8/2k+tesZWvx+oiE/Y+MZPrXLVeD6vSvPqf2gyoVBiB8iiwulTjUDnWshW5RX4/cDrS7ZSTMuZq69x2sv6cy9TFaEZJY0Q+ywMQ/MNs7d3+ImbRmvcl42XWj3uEba2MkgZNK0a5aR1ChDiVO8OXru1PfLaeEVheenNJWvkicILT5XOGQsPUY2m2U0NYrf58/HGre3tLM0spQToyfYsGgDWc1OmkDawImmUyU3KV4ylDEB0zieV1S1F7hURK4Ccg+N76vqv1fR7bKc0pCqHheRpeVOmqpQkzGB4sp7VnWvhBk7yKp6/1wMpBriqYzLY8soqYziwy1YxVMFx3Pn7kO0+P20hZyj2RYCxl37nDjIkxVRCIRg3eXu8wsPusSRSNHKYUurcy66i9QLJp5TbnU6PlCzrcImiB025ppK4twz47D2Mjj5dCHEIrbKvc8kIJ1wpX5DUXfMmxhuCndzU8sado29yLHESXoi3bw5spZN3VumvF8ym+TCZRfywtAL+fAfn/jwqc9VyctmaPG3EJQg8Uyc/kQ/y1qX8btbf5d1sXX5Sd/a2FquXnN1STGccpPARp0sqmpVhZXOWDb/utuVgNICSxe8s77jWuCo6n3AffN8z0kLNRlGpVSTpNcw+FAy6mINBVwxAXXtOQbjKaKh0lXYSFAYjM9RyF65h3FbN65iwYBra18Bg0dh6Wa3NZ0YgkXr4dTzzinOJZckR1zZ6PyXsXKo1dCIYUINR2w1vPQMjBwvOL/tK2DJ2aXnHH4YBg7B+Agk2l0hhs7VcM61hfOe/hEHJMWuzhjHMkF6/K1c4+vkvT3bCisW93102tW9XMjD9uXb821PnnySbLY0iTSeihMNR/nX3yitRTCdYzuZpFu9HWKjRuQ0jovj6ieWmjYanV4RWeGtHq8A+qa9wjBmyYJwkNsjLaSz46SzkMkqfp8Q8rn2HLFIkLHxjFs59ointERaq6aUfRj/hTuWa1tytnOk+/cXznnD3zjHpDi55IoPlsbS2VZhtTRcmFDD0b0ZHv+aK48e6nATtsGjpRXFgm1weLeLRQ62ukp5qTGnAZ6bBCaGOBBpZ6eeJJocZnmwjaHkMDvTJ7hp868VVCsqWN0rF/KwrmMdzw0+RzwVJ+QPMZ4ZJ5lJ8u4t757R120CSTejFpjGcbPzHeAm4GPe67frOxxjIdO0DvL+44P5rH8fkEor6sUmZlXJZGHN4tb8+TddssbFHI+7leN4SklmMrznkjks/jfZw/i0tjedfrzYIT6xrzS7v3szHPyBO2ZbhTOmEcOEGo7+/bBqe0HHOxJzOx39+8nb69P3uglcZtwVuQm1QetiQN3kzbPXXesvIJoaJTpwBHJJb0s3s2vsxYKDXMHqXrmQh9tfezsPHX2Irx74KoPjg8RCMd695d2865Uzi0JoAkk3wzijEJGv4hLylojIEeCvcI7x3Z4SxiHgLfUbobHQaUoVi/3HB9nxwPPEIkFWxML4fUJavdydfCKPsLi1sDqcizPeuftQXsXiPZesn5v441pSTk3g4A9g46+WrjzbVuGM8QrcfBQ4jyLNTlU9q26DahQGDzvN2K4NhTbNwgs/gS+8we1uDB5zttdZlASTzZ4W6nMs/hLLl5zrwoc82od7OfbMD+GFfaWSbkU2fODUAXYVVcibTEllYpW8nvaeksp6lVS/a3RJt2KmULEAMBULY0Ggqm+b5JBJKhnzQlOqWNy7r5dYJJgPjxhNukz5rOe2i6c09cSRQX7zzt30DiVYFg2zpaedVYtaCfrd51WLWktWold2Rrhuy7K5lduaTlt2IpOpCfTvt4zT6vkCblXib4GrgHdRKzmQZqdcGM/RX8CJve5Y2zIYOgEDL7iqj+3d7pzRfreaXCTX1jP4LEOBCNGcgzzSx8jhh+gJtE8q6VYu5OHvHv07RIRV7asmbXtxyKuSt2Qrq6OTV8mbSKNKuk2CqVgYhmHMMU2pYnF0IM6KWEHXdGgsVajF4b2OZ5QjAwnaw0GWtrdw+OQIj7xwimXRECs7IwzFU3zke/tZu7iV83pirIiFGYyn2PHA89xyxfq5cZIr0ZadiCXkzSURVd0lIqKqLwIfFpEHcU7zmU25mOATjzm97ZyiSudqOPmcs8XWLpdQOtoPK7eXTOiuSa1j50u/hNYuFzvcu5chn583R89xWt9lJN3KhTy83P8yCJzXdd6kbX1jXpW8eB9rY5NXyZtIA0u6nYapWBiGsZBplIp9s45Bruf29MrOSD5MAiBdVLhrYuzHcCLFSyPjDI2lQKF/JEkyo7QEfCSSGV48OcYlG5YA5Pv70u4X6e4IV7+qvO9bpcl2rd0zr+RkCXlzSUJEfMDTIvL7wFGgrK7mGUe5mGB/yBX7yNG2xIVUDB2G0V5n4+FOWHVBSVebOlZx06lRdoWiLuwhleDNnVvYFFpUOGnCpK9cyMN4dvy0/+AT2yqtkjeRRpV0mw4RuR54BaXP4I/Ub0SGYRgLg2qS9Oq2PX3dlmXseOB5ADrCAcoUts2TzmRp8QtpVbJANqO0+H1kMspYMk0mW/oXN5FK89Czp7j63KXVrSrv+xb82185FYC2ZU4F4PjjcNY1pc7udKvBpt05l9wGtAK3ArcDV+Myow1waiovPOhN8F5w1fFG+1x56PS40/T2t8DKC+FdnqTaJHJtm7o2syk3+8+dU8wkkm7FIQ8hX+i0J8zEtkqr5JWj2STdROSzOPu9Cvhn4Abg53UdlGEYxgKhGge5btvTm1fEuOWK9fnY4akI+H0ln738PQJ+wecTdMKS1P7jwyxqLcQ3517v3dc7Mwd5zw7nHOe2oyMxGInA0Z/Dss2F86ZbDTbtzjlDVfcAeKvIt6rq8DSXnDmUm+ANn3DlpFvaIBhxsm6ZU3DBzYXrKpnQzVLSbVF4ESKSr4hXrm1pq1clr3PqKnkLhEtVdauIPKGqfy0i/5sK4o9FZDXwRWA5kAV2qOqn5nishtE0/O2PDubff+DajRUfmzOKq91BdflHE/syJqUaB7mu29MPHOzjG48cnrbQRyKVJRQQxPODfQLZrKu4F/AJ4aCfwXiKjnCA4USal8dSXHb24pI+OsKBaR3x0xg+DsF2V0Qht9oW7nSFF4o0YitaDZ6ldudkhQ8Mh4hsw+2EdHifB4F3q+ojdR1YI1B2gtfrwhlCba4wSKgdllwIqdHCdZVM6GYp6XbrObcCTNm2NrqWq1dPXyVvgZB7KI2JSA9wEqhEtzIN/KGqPioiHcAjIvIjVX1qrgZqGIbRbFTjINdte/rO+5/mU7ueocXvJxryMzqemfTcUNDH6HiaSMhPwCdksspYKkN7KMCWnkWsXNRKLBLMxxtffnYXwUBpxb3hRJqVnZGZDTIUdRXxgq1uGzqThkQfdPSUaMTO1WqwFT6oiM8D71XVBwFE5LU4h3lrXUflMe8KK8WUm+Blkm6G+eq3F87T02XdTgvN6N58uo1XMOmbLOSh0rYzgO+JSCfwN8CjuOnLP093kaoeB45774dFZD+wEqjKQa7EXutq04ZhGDNg1g5yPbend+4+hF+EdDbLQHzyMuuRgNDdHiIWDpJVZWAsyUXru1i7pI3hRJrBeIp3XLK25AGd01gG8qvKg/EUN25fNbNBdq6Fk89CNu0y9bNp50ws3Twv8mxW+KAihnPOMYCq/kREGiLMYqLW95wrrEykpQNefgFavAleNg3phFtVLmZiiFC50Ix/86KuiovfGLXgE6o6DnxTRL6HS9RLzKQDEVkHnA/8rJqBVGKvdbdpwygiFyoxb2ESZxiTKVFMZCbKFOX6nEtlC9/0p5RHRLaJyF7gCWCviDwuIhfWbmiT8/JoimQ6iyr4fZPnBeaOKUo46GdtVxvt4QDHBxPEIsGyD+ZcfHMsEpzyvGkJtcNZV0Ew7MrvBsPuc6h9+mtrwLGRY7RPcGYatfBBHfm5iNwpIq8TkStF5DPAj0XkAhG5YNqr55BirW+fSP79vft652cAi9a7CV3GaYyTSYPP72KP4wPuWHzAhQgVl58uDs3w+dxrS7trN2rN7twbVR1X1cHitukQkXbgm8Btqjo04dgtIvKwiDzc398/bV+V2GvdbdowDGMGVBNiUbftab8PMlm32zsR8X4USKSzvG5TISw6Jw033Yxx84pY9SsasdXQMgDLziu0Tczun0OarPBBvXi19zoxsfRSnAldPb/DKTBR6xtmGQs/W0JtcNbVcPxRp28c6oA1l4Kmpg4RGj7uVo5L+upw7UZNEJHluJCIiIicT0HHI4oLe6ukjyDOOf5Kucp7qroD2AGwbdu2ybfpPI4OxAn64T+eG2IokSIaDrK4NcDPn0/kwymeOj7IkvaWKc+xkAvDMBqFahzkum1Pr+9q5ZcnhklmsgTkdC9ZvZ/MBP23eXUw6izP1kyFD+qFql5V7zFMxkStb5hlLPxsia2G9LOujHRiyNlwoAW6pgkR6ljhwioiRU7O+LBrL+LAwe+z68kvcyzeT0+km2te8Q42bbx+jr7MguP1wM3AKuCTRe1DwIemu1hEBPgcsF9VPznd+ZUQ8gv3PHqYeLq0fePS9nw4xTO9Izx2OI0PlwvSO5ggnkqzZnFbScjFr2zu5mDvqDnNhlEJDaBKUWk4RbMx6xAL6rg9ffXm5WxdGaXF7yOZPX1xo4zPDMyzg5HL1I90wtBR9zpVxbwak1MBiIainBg9QTQUtQS9CYjIMhH5nIj8wPt8noj8Tr3HBU7rezCeYjCeIquaf3/dlmXTX1wLujfDkT3O2W1pd69H9rj2qdh+CyRH3PnZrHtNjrh2jwMHv8/OPXcwlBxmebiLoeQwO/fcwYGD35/jL7UwUNWd3uTuZlW9qujnjeVWg8twGfBO4GoRecz7eUM1Y3rwYN9pzjHA8YGRfDhFOptlYCxFJqsE/cJYKk0647Tqc+dkMlk+/e/PMhhPlTjN+48PVjM8wzCMGVPNCnLdtqev27KMQ6fGeOXqxXSEA3z2x8+Q8laLFdAiSbcfH+hjPJ0hFPCzpD3Eja+fx4D8Wcqz1YpmK3xQB+7ChQX9mff5IPB13OpaXZmo9b2yM8KN21fN30pa/35Yuc3JEiaG3Ipw97munSmS7XKJeMUVJK/4YEmC3q4nv0w00Ea0xRXzyL3uevLLtoo8M34qIp8DelT1V0XkPOASVZ3SflX1J1RZ1Okj393L3Q8fJZHKEg76GJlESWg4CT96qpf2cICheBpV5dRoMl/cqcUHg4mCZ31iKEEqk61eh94wDKNKqlGxqNv29ETnIRTwkUqeXk/P7/0JEO9vQVanDaUzziyWqOrdIvKnAKqaFpHJNQPnmZrEws+WwcPQdRYsObvQVk7SrRxb3jSlYsWxeD/Lw10lbe3BNo7Fp08GM0r4AnWY4H3ku3u566FD+RLfY1PIbAL88sQQPoG094j2i/vDk1ZIZmG0yEE+NZqiq62l5Pp5DY0zDMPwqEbFoq7b05tXxPjAtRu54y2vIuhVywv4IOhzrwBZhVDQj4gQCvrpCAUsY9ooZlREuvD+1IvIxYDt5YKLQU4MlbZNV/WxQnoi3YwUFxcBRlKj9ES6q+77DGOJqt6Nq4aHqqaBOZ/gffXnR/IKQn6/TKkkBO6PTLZo/cIngvgkv4CRymTzYUQBn5yWnDqvoXGGYRge1cQg3wX8EMjJIhzEFQ+Zd5JZJRb24xMhq+4B7AMyCuOpDO0hP+OpDAd7R3jymPk/Rp4/AL4DbBCRn+LK776/vkNqEDb/uksqnUrSbZZc84p3MJQeZSg5TFazDCWHGUqPcs0r3lGDgZ9R1GWCl0hn8eFyPYTJcz5ypBWK9/cyXiVTVW+XT8hLar7/mg34fL76xd4bhmF4VBOD3DDb07FIkJPDCdIZ9yDWjJLFrSSHg64qXjjoZzydZShRJpPEOCPxSu1eCWzC/a0/oKpT1y4/U6ikZPQs2bTxem6CEhWLN5//Hos/njkTJ3jdwA1zfVO/uN25Ssn5z7lL/D7wIQhKNguL2lq44y2vyp9/Vnd7/WLvDcMwPKpxkBtme3pjdys/HigUkMqtVgQEEqkMoYCP8XQWVSUWqeYrGwsJEXkLcK+qPikifw5cICL/Q1UfneKa1biV5uU4U9uhqp+anxEvHDZtvN4c4iqp1wRvy4oojx0dIp1RfBU4y+IJ0+dO8/mEgIi3sqxsWlpa0KiusfeG0QxUIe32mYEnTmt7b+fW8v3OQ9XfRpaIqybEomG2pw/2jxEKONUKwb26LUAf4aCf4fE04aCfc5d3cJ49eI0Cf6Gqw16Rm9cDO4F/nOaaNPCHqroZuBh4n6cesLA4sc/peMcHILrSvT70adduNAQiEgZuBW4H/hpni+Gpr6qej96wlZVRl0iXrmAlOVsUYuGHvDxni9/HResWsXxRRbVNDMMw5pVqVCzquj29//hgfhuuf3icaDhAOFj4OolkmsFEhs0ronSEAwwn0hbLZkwkFxJ0PfCPqvptEfnwVBeo6nHguPd+WET246qaPTWXA5139n8Xwp2Fyo+51/3frat0oVHCF4FhwKtIxNuALwFvmesbn9vTyZLoeF5C8/Ejk28e+gT8IgR8EI208NbXrMkfm1gMxzAMo1GYtYM8m+3pWrH/+CA7HnieWCTIiliYFr8wFE/jEx8tnoRFRoVFrUFikaDFshmTcVRE7gR+Bfi4iISYwa6KiKwDzgd+VubYLcAtAGvWrJl4uPEZPOxWjosJRyuTeTPmi02q+qqiz/eJyONzfdN79/WyenErW1YWnqVPHR0kNclq8oVrOhkezzAwlmTVIlchsnjR4sbtq+Z6yIZhGDOmmoDcv1DVbxRtT9+B256+qCYjm4J79/USiwTzKw/nr+5k9/OnGEqkWNwaJJ5SkpkM73nd2fzelefM9XCM5uU3geuAO1R1QERWAB+s5EIRaQe+CdymqkMTj6vqDmAHwLZt25pPgDu22oVV5FaOoWYyb0bN+IWIXKyq/wEgIhcBP53rmx4diJ8mxba6K8JzL52uVbwoEqRvJMmyaJj3X73BEvAMw2gaqnGQZ7w9XSsmPqAvXNdFVpVfHB5kaDxDLBLkPZesN+fYmBJVHQPuKfqcD5+YChEJ4pzjr1RY2rf52PzrLuYY3MpxYsjJvF3wzvqOyyjmIuC3ReSQ93kNsF9E9gKqqlvn4qYrOyOnhUb4xM9ZXRHGM8rIeJr2UIBXrozSHi5VqADMITYMoymoxkGuanu6Gso9oDcuj7F9/RI+cO08lpI2zjhERHCVyvar6ifrPZ45Yw5l3oyacV1dbrplGTseeB4gHyoR8AmbejpZt6SgSGHxxYZhNDPVOMiz3p6ulnIPaItlM+aJy4B3AntF5DGv7UOq+q91HNPcsHyLOcQNjKq+WI/7bl4R45Yr1peESrz/mg382/5+iy825gURuQ74FE4Y5Z9V9WP1HM/f/ujgaW3NtFhXTvoNgP/7tqkvXH957QfTQFSjYjGr7elaUO4BbbFsxnygqj+hUPvAMM5IymkVW3yxMR+IiB/4B+Ba4AiwR0S+o6oLS0nIqDtNWzXDxOQNwzAaB3smG/PEa4BnVPU5ABH5GvBGFprUplF3RLXxE+xFpB94EVgCvFTn4cwGG/fMWauq3XW6d00x+60bZr81wOy3bpj9lkFEbgCuU9X/6n1+J3CRqv5+0Tl5mU1crYaTNKcN5GhWG4b6jb1qG26KFeTclxSRh1V1W73HM1Ns3Gc2Zr/1oVnH3WiY/daHZh33PFAuxK1kpa9YZhOa/3fZzONv5rHPi+qEYRiGYRhGDTgCFAuyrwKO1WksxgLGHGTDMAzDMJqFPcA5IrJeRFqAtwLfqfOYjAVIU4RYFLFj+lMaEhu3Ac37+7RxG9C8v08b9wJCVdMi8vvAD3Eyb59X1SenuazZf5fNPP6mHXtTJOkZhmEYhmEYxnxhIRaGYRiGYRiGUYQ5yIZhGIZhGIZRRNM4yCJynYgcEJFnRORP6j2eShCRz4tIn4jsq/dYZoKIrBaR+0Rkv4g8KSL/vd5janbMfucPs9/aY/Y7f5j91pZmtN0czWrDsDDsuClikL3SkgcpKi0JvK3RS0uKyBXACPBFVd1S7/FUioisAFao6qMi0gE8Aryp0X/fjYrZ7/xi9ltbzH7nF7Pf2tGstpujWW0YFoYdN8sKcr60pKomgVxpyYZGVR8ATtV7HDNFVY+r6qPe+2FgP7CyvqNqasx+5xGz35pj9juPmP3WlKa03RzNasOwMOy4WRzklcDhos9HaLJfdLMiIuuA84Gf1XckTY3Zb50w+60JZr91wuy3asx2G4BmteNmcZCnLS1p1B4RaQe+CdymqkP1Hk8TY/ZbB8x+a4bZbx0w+60JZrt1ppntuFkcZCstOc+ISBBn1F9R1XvqPZ4mx+x3njH7rSlmv/OM2W/NMNutI81ux83iIFtpyXlERAT4HLBfVT9Z7/EsAMx+5xGz35pj9juPmP3WFLPdOrEQ7LgpHGRVTQO50pL7gbsrKC1Zd0Tkq8BuYJOIHBGR36n3mCrkMuCdwNUi8pj384Z6D6pZMfudd8x+a4jZ77xj9lsjmtV2czSxDcMCsOOmkHkzDMMwDMMwjPmiKVaQDcMwDMMwDGO+MAfZMAzDMAzDMIowB9kwDMMwDMMwijAH2TAMwzAMwzCKMAfZMAzDMAzDMIowB3nw+2KgAAAENElEQVQGiMjNItJTwXl3icgNs+j/v4nIb5dpXyci+7z3ry6WShGRD4vIH1XQd8aTWZl2/BX09RUROTWb72jUF7PhfF9mw02I2W++L7PfJsTsN99XU9hvoN4DaDJuBvYxR5V4VPWzFZz2amAb8K8z7D6uqq+e+ahOR1XfLiJ31aIvY965GbNhs+Hm5WbMfs1+m5ebMfttGvs9Y1eQvRnVL0Vkp4g8ISL/IiKt3rELReR+EXlERH4oIiu8mc424CveLCoiIn8pIntEZJ+I7PAqx0x2v6Ui8oj3/lUioiKyxvv8rIi0Fs/kvDE8LiK7gfd5bS3AR4AbvTHc6HV/noj8WESeE5FbK/z+14nIo949dnltH/Z+H/9PRF4Qkd8QkU+IyF4RuVdc2UijQTAbNhtuZsx+zX6bGbPfhW+/Z6yD7LEJ2KGqW4Eh4L3eP+CngRtU9ULg88D/VNV/AR4G3q6qr1bVOPD3qrpdVbcAEeDXJruRqvYBYRGJApd7fV0uImuBPlUdm3DJF4BbVfWSoj6SwF8CX/fG8HXv0LnA64HXAH81nRGKSDfwT8B/UdVXAW8pOrwBuB54I/Bl4D5VfSUQ99qNxsJs2Gy4mTH7NfttZsx+F7D9nukO8mFV/an3/svAa3EGvwX4kYg8Bvw5sGqS668SkZ+JyF7gauAV09zvIVz5xSuA/+W9Xg48WHySiMSATlW932v60jT9fl9Vx1X1JaAPWDbN+RcDD6jq8wCqeqro2A9UNQXsBfzAvV77XmDdNP0a84/ZMGbDTYzZL2a/TYzZLwvXfs/0GOSJdbYVEODJ4llXOUQkDHwG2Kaqh0Xkw0B4mvs9iDPmtcC3gT/27vm9id2XGdtUjBe9zzD9v+tU/Y8DqGpWRFJaqEWeraBfY/4xG56kL7PhpsDsd5K+zH6bArPfSfpaCPZ7pq8grxGRnBG/DfgJcADozrWLSFBEcrO6YaDDe58z5JdEpB2oJBvzAeAdwNOqmgVOAW8Aflp8kqoOAIMi8lqv6e1Fh4vHMFt2A1eKyHoAEVlcZX9G/TAbxmy4iTH7xey3iTH7ZeHa75nuIO8HbhKRJ4DFwD96MTo3AB8XkceBx4BLvfPvAj7rbZuM42Jw9gLfAvZMdzNVfcF7+4D3+hNgQFVfLnP6u4B/8ALs40Xt9+EC6osD7GeEqvYDtwD3eN/x69NcYjQuZsNmw82M2a/ZbzNj9ruA7VcKq99nFiKyDvieFxy/4BGREVVtr2F/d+F+f/9Sqz6NmWE2XHV/d2E2XDfMfqvu7y7MfuuG2W/V/d1Fg9vvmb6CfCYxJDUU+QauBBLVD8swKsZs2GhmzH6NZuaMs98zdgXZMAzDMAzDMMphK8iGYRiGYRiGUYQ5yIZhGIZhGIZRhDnIhmEYhmEYhlGEOciGYRiGYRiGUYQ5yIZhGIZhGIZRxP8HCJ5pZ5Te4V8AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 720x576 with 16 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "names = ['sepal length [cm]', 'sepal width [cm]',\n",
    "         'petal length [cm]', 'petal width [cm]']\n",
    "\n",
    "fig, axes = scatterplotmatrix(X[y==0], figsize=(10, 8), alpha=0.5)\n",
    "fig, axes = scatterplotmatrix(X[y==1], fig_axes=(fig, axes), alpha=0.5)\n",
    "fig, axes = scatterplotmatrix(X[y==2], fig_axes=(fig, axes), alpha=0.5, names=names)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## API"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "## scatterplotmatrix\n",
      "\n",
      "*scatterplotmatrix(X, fig_axes=None, names=None, figsize=(8, 8), alpha=1.0, **kwargs)*\n",
      "\n",
      "Lower triangular of a scatterplot matrix\n",
      "\n",
      "**Parameters**\n",
      "\n",
      "- `X` : array-like, shape={num_examples, num_features}\n",
      "\n",
      "    Design matrix containing data instances (examples)\n",
      "    with multiple exploratory variables (features).\n",
      "\n",
      "\n",
      "- `fix_axes` : tuple (default: None)\n",
      "\n",
      "    A `(fig, axes)` tuple, where fig is an figure object\n",
      "    and axes is an axes object created via matplotlib,\n",
      "    for example, by calling the pyplot `subplot` function\n",
      "    `fig, axes = plt.subplots(...)`\n",
      "\n",
      "\n",
      "- `names` : list (default: None)\n",
      "\n",
      "    A list of string names, which should have the same number\n",
      "    of elements as there are features (columns) in `X`.\n",
      "\n",
      "\n",
      "- `figsize` : tuple (default: (8, 8))\n",
      "\n",
      "    Height and width of the subplot grid. Ignored if\n",
      "    fig_axes is not `None`.\n",
      "\n",
      "\n",
      "- `alpha` : float (default: 1.0)\n",
      "\n",
      "    Transparency for both the scatter plots and the\n",
      "    histograms along the diagonal.\n",
      "\n",
      "\n",
      "- `**kwargs` : kwargs\n",
      "\n",
      "    Keyword arguments for the scatterplots.\n",
      "\n",
      "**Returns**\n",
      "\n",
      "- `fix_axes` : tuple\n",
      "\n",
      "    A `(fig, axes)` tuple, where fig is an figure object\n",
      "    and axes is an axes object created via matplotlib,\n",
      "    for example, by calling the pyplot `subplot` function\n",
      "    `fig, axes = plt.subplots(...)`\n",
      "\n",
      "\n"
     ]
    }
   ],
   "source": [
    "with open('../../api_modules/mlxtend.plotting/scatterplotmatrix.md', 'r') as f:\n",
    "    print(f.read())"
   ]
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.6"
  },
  "toc": {
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
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